{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "edge_detection.ipynb",
      "provenance": [],
      "collapsed_sections": [
        "FH3IRpYTta2v"
      ]
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "FH3IRpYTta2v"
      },
      "source": [
        "##### Copyright 2020 The IREE Authors"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "cellView": "form",
        "id": "mWGa71_Ct2ug"
      },
      "source": [
        "#@title Licensed under the Apache License v2.0 with LLVM Exceptions.\n",
        "# See https://llvm.org/LICENSE.txt for license information.\n",
        "# SPDX-License-Identifier: Apache-2.0 WITH LLVM-exception"
      ],
      "execution_count": 1,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "h5s6ncerSpc5"
      },
      "source": [
        "# Image edge detection module"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "hHCmr6iGjAJN"
      },
      "source": [
        "## Setup"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "k2SdyC52_QYa",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "91312c08-0bee-4835-b1c6-7a13a72d7fcc"
      },
      "source": [
        "!python -m pip install iree-compiler-snapshot iree-runtime-snapshot iree-tools-tf-snapshot -f https://github.com/google/iree/releases"
      ],
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Looking in links: https://github.com/google/iree/releases\n",
            "Collecting iree-compiler-snapshot\n",
            "\u001b[?25l  Downloading https://github.com/google/iree/releases/download/snapshot-20210608.328/iree_compiler_snapshot-20210608.328-py3-none-manylinux2014_x86_64.whl (33.6MB)\n",
            "\u001b[K     |████████████████████████████████| 33.6MB 109kB/s \n",
            "\u001b[?25hCollecting iree-runtime-snapshot\n",
            "\u001b[?25l  Downloading https://github.com/google/iree/releases/download/snapshot-20210608.328/iree_runtime_snapshot-20210608.328-cp37-cp37m-manylinux2014_x86_64.whl (521kB)\n",
            "\u001b[K     |████████████████████████████████| 522kB 44.2MB/s \n",
            "\u001b[?25hCollecting iree-tools-tf-snapshot\n",
            "\u001b[?25l  Downloading https://github.com/google/iree/releases/download/snapshot-20210608.328/iree_tools_tf_snapshot-20210608.328-py3-none-manylinux2014_x86_64.whl (53.6MB)\n",
            "\u001b[K     |████████████████████████████████| 53.6MB 133kB/s \n",
            "\u001b[?25hInstalling collected packages: iree-compiler-snapshot, iree-runtime-snapshot, iree-tools-tf-snapshot\n",
            "Successfully installed iree-compiler-snapshot-20210608.328 iree-runtime-snapshot-20210608.328 iree-tools-tf-snapshot-20210608.328\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "s2bScbYkP6VZ"
      },
      "source": [
        "#@title Imports\n",
        "\n",
        "import os\n",
        "import tempfile\n",
        "\n",
        "from matplotlib import pyplot as plt\n",
        "import numpy as np\n",
        "import tensorflow as tf\n",
        "\n",
        "from iree import runtime as ireert\n",
        "from iree.tf.support import module_utils\n",
        "from iree.compiler import compile_str\n",
        "from iree.compiler import tf as tfc"
      ],
      "execution_count": 3,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "z5o-gbE30tmJ"
      },
      "source": [
        "#@title Setup Artifacts Directory\n",
        "\n",
        "# Used in the low-level compilation section.\n",
        "ARTIFACTS_DIR = os.path.join(tempfile.gettempdir(), \"iree\", \"colab_artifacts\")\n",
        "os.makedirs(ARTIFACTS_DIR, exist_ok=True)"
      ],
      "execution_count": 4,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "hwApbPstraWZ"
      },
      "source": [
        "#@title Define the EdgeDetectionModule\n",
        "class EdgeDetectionModule(tf.Module):\n",
        "\n",
        "  @tf.function(input_signature=[tf.TensorSpec([1, 128, 128, 1], tf.float32)])\n",
        "  def edge_detect_sobel_operator(self, image):\n",
        "    # https://en.wikipedia.org/wiki/Sobel_operator\n",
        "    sobel_x = tf.constant([[-1.0, 0.0, 1.0],\n",
        "                           [-2.0, 0.0, 2.0],\n",
        "                           [-1.0, 0.0, 1.0]],\n",
        "                          dtype=tf.float32, shape=[3, 3, 1, 1])    \n",
        "    sobel_y = tf.constant([[ 1.0,  2.0,  1.0],\n",
        "                           [ 0.0,  0.0,  0.0],\n",
        "                           [-1.0, -2.0, -1.0]],\n",
        "                          dtype=tf.float32, shape=[3, 3, 1, 1])\n",
        "    gx = tf.nn.conv2d(image, sobel_x, 1, \"SAME\")\n",
        "    gy = tf.nn.conv2d(image, sobel_y, 1, \"SAME\")\n",
        "    return tf.math.sqrt(gx * gx + gy * gy)\n",
        "\n",
        "tf_module = EdgeDetectionModule()"
      ],
      "execution_count": 5,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "cellView": "form",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 281
        },
        "id": "Q2no8DO_s125",
        "outputId": "31fffb8c-89e6-48ae-a972-9305cbfadb0c"
      },
      "source": [
        "#@title Load a test image of a [labrador](https://commons.wikimedia.org/wiki/File:YellowLabradorLooking_new.jpg) and run the module with TF\n",
        "def load_image(path_to_image):\n",
        "  image = tf.io.read_file(path_to_image)\n",
        "  image = tf.image.decode_image(image, channels=1)\n",
        "  image = tf.image.convert_image_dtype(image, tf.float32)\n",
        "  image = tf.image.resize(image, (128, 128))\n",
        "  image = image[tf.newaxis, :]\n",
        "  return image\n",
        "\n",
        "content_path = tf.keras.utils.get_file(\n",
        "    'YellowLabradorLooking_new.jpg',\n",
        "    'https://storage.googleapis.com/download.tensorflow.org/example_images/YellowLabradorLooking_new.jpg')\n",
        "image = load_image(content_path).numpy()\n",
        "\n",
        "def show_images(image, edges):\n",
        "  fig, axs = plt.subplots(1, 2)\n",
        "\n",
        "  axs[0].imshow(image.reshape(128, 128), cmap=\"gray\")\n",
        "  axs[0].set_title(\"Input image\")\n",
        "  axs[1].imshow(edges.reshape(128, 128), cmap=\"gray\")\n",
        "  axs[1].set_title(\"Output image\")\n",
        "\n",
        "  axs[0].axis(\"off\")\n",
        "  axs[1].axis(\"off\")\n",
        "  fig.tight_layout()\n",
        "  fig.show()\n",
        "\n",
        "# Invoke the function with the image as an argument\n",
        "tf_edges = tf_module.edge_detect_sobel_operator(image).numpy()\n",
        "\n",
        "# Plot the input and output images\n",
        "show_images(image, tf_edges)"
      ],
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Downloading data from https://storage.googleapis.com/download.tensorflow.org/example_images/YellowLabradorLooking_new.jpg\n",
            "90112/83281 [================================] - 0s 0us/step\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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fH+f0hJSH8Jyuzkezs7Nxbp1OJxpf52/WCLphyCcmJlQqlVSr1XK8Qn/Ou6kMtlqtxyBM5GFUu9RApcZI0mMTZTI0Z3738l0pu6Cn4XraUkWQht8X3Zf2kcIPfp8bIFcIPnb3NlPPOr1+1P8+7lFKIx3rKKPsTODeoIf0FwlPOrbU2/YcAH26UeaeNOz373k+zOn0dIZ158Hn5GPDELniOT4+jnPit9MLfnNl658Vi8Uo8B7pOb+m65Xycer4PEtzo+r0S/u76LOUX9Mx+ByeJEtpf6Oa8/9FvHzZ80a1UYo/NWypbF40Hl835zXnf+9beuRIpd4996WGV8rrOe/Xx0Rf7pDDYzhrbuxTPk1pk+oZN47Ol6OcC593ynOOCKVrMMoB8r74O3WsceKdHk4T7895x8d0UXuigcIbxyK7F+OfpR6tD9SZmcjJoym/LmXWUQaKe9LFckXpXhDjpBDDYQeudWKnys7hNYdBHD7wcXg0AQPhfUiKYS790Rd9eHThHsn09HSMQIhu3ft34+BRqtPYFb7TDe8phU+Au46Pj2ME43R2/BmYsNvtPiY47rk6hAEtHIoiCgcaPDk5UafTUbfbjfQpl8s5r57PEWTgJzxIYAiiT6I4In9o5jg9POY/HvV/My1VQk6fUQ6O0zHlW+aW9utKk+vSMbjiSFGKVOF7Uj41sK7403Hwfarc4FMKmZAPH6/nsGkepfmau3HAAXJj4Z+nRtyhOs9DE1E4jJZlWQ5adhrSJxGY557gPQoL4CHgUneWfG4uj44IICtAg6kudafUCxmgF8VAfOb84bRMIx2uRd+l8gqv+Hr7ePie5imdi9oT3wcF/OAE58EsqPRI8bkyduZImYK/U88CQ3JycpJb6FEQgkMyqdB4fx5qOhzgituNLmP1ebiBgdEZo1eQOSSUegrMBagJBqW54aalihABQlnzP89tt9u5yjd3KHi+GwcXDDc+vu5EWNDaMXX69qol4AxnUHcCmKfnmuAnKW/AgT5mZmaik+D85sLAGqVCTo5gcnLyMWiY8blzwX2MxysXXUE9SyuVShHfh29SRUcDematmB+/fQ1cqadeqXurqYN2EeScPs/XhTGlEWtaYej8RkMP+Jyd/8/OzmK/rrjc8WJcrofcoUoVI3Tw/513syyLRpIGPZAN1px+XVG7fDMeIEZ3NHlev9+PsLnTgL/d2WPOMzMzkZbwJDC9G3bXMV656yiY8wOwWpZlMRfqus8dJsblOXB/rutGZM3RJmg1GAwec0RSfZe2Sw1UCqE4Id37Su9xRkk9KPrgxxOTaZiZCk/KRKO8tbSlyijN93hzwU29kVH3p4pllHfsc3dvZFRzxnRaed9cMwqPZryjaObr6B6TjzMdqwuL//Yf6OYREjkrZ3inXxpxMm6aK1vnCx9nqhz9evrgBwXtvMVv9wR97u6x+nffbJEENKHPUTCd02oUf/vYL/sfuaLPi/jhsjmkDl96fzreUf2m0cpFsGBKh7T/UdfQTwrljZqbP2+UcRkF5abjGNVnKnPpeLyC0HNrHnGN6s/p6Xzrzq8bc5eJlP5Ob18Hj3RSWbuMN1zvj5qPOyg+jjQdhPF6khxdaqAIcScnJ9XpdGKkQMWGW3BJOW8onXDqZfF9mtNyAfY+8Urw/mdmZnJEol/G5aG/Nycunv5gMEyKU+V2fHysk5MTzc/PS3oEo6XeiUMQHg6798K4PRGYwmiMCyYGBsAjG6VceaZX2p2cnERYzPd+0ZxZfd9SqVTKJahhHqdt+jdr4mvJONk352X3JycnuS0HQDxe/eN7kk5PT3NOgj/XeYpqLCI8ErqlUumx/XXQwJVb6uzAO6VSKSd4rvxY62dp0IToKYSQi+iAfVKnzRGGUXNwfvC1SB2JVHmmRusyZ8+f5WNJITNJMcpOx+TOjsPMnqdx+ChVmhSOMFbkZJRzwjgk5aJqH7OvJQp/cnIyFiM43FetPno3p+97pKUKOH2GRxOgJw53w6fI39HRUbwPXeE6YZQhSo0Q8/LIFBqx79EdXfgDGU15AvgeWnlObBRPsjbIOmgMhXb0wecXtSdCfClU5fgwihhFSkvx6JTB0ygrJXiWZbkS7rSayYUg9WS4370iDzFphMt87542UAzzHxWxFIvFaOAQOhaGxXOjnDI04/RoibFwfwgh0iH1irjfS1FdOFIoxlsaEfmzvRLTlUZKW9bf6Yci8bXB8EMDHBzmAL0cQkwLJFyR8D2OU6VSic+H2T2v59WMlC5LyikK568UZkq95Ito+qQGvUd5/BdFd84fKaQ3KrobFd3D09Da72c+qVHzcfmYRs05lTWPML0/N2op9OWOpY89fXaqM5yePr5RyjulIfelhs0VLxWhDmGNilj8+S4vrqCdj1yn8AOsG8IQzuZ7dBSK3R341EHxXHBqtF2XcC0yzFi9TJ8tRvyf6hScb+dnj9rd8fbqW++TeaRbYrw90UDRmT84JR6M9rRCmzJ8Cpm4N57e55P3PvjbF3+UoIwSTH8WhIbYqdfoiowChNRws5BOk7QoIRWM1FCPghTTOV8knO4VMs/L7uFvV0iu2H2/UroeTrt0/wRGIS15HwWDjBqjC3yxWHwsMmcNUuNSKBRiBIbyc0EpFPK7211ZubfpNPKCjG+m+dyct5zvXEGnLfWCU+WT9uFOJX26kkgV/2UK3OeQRlb8Tr9L5Tk1tD5Oh5xSuRhFi1HPGPV/SruLnuHPYY3dafEN7KMU8qhnpTrGo/FUH6X6yvPqoyCzNFrx+aeOi3/ntOdvj4iI6Jmn66LUcebzVPZ8rM4fPj/G79sBLmpPZaCAvlwpu7CnERFRBjg+GxNHCSMDBIqBwKmXAgHTaMoZxz3EFDqjr4sUFJ6d46ppdQ99eWSR5rTwLPx5qVJ15pueno59kYAnIku9MU/g+zjTyDCEkAvtR0Wb/J8aHodGuZcjm4Dv4AMvTYde09PTOjg4iDTgN0dAOWMyhn6/H4s+Uh5hXUZFtESxrAvVg5Jy0bH0SIk6dOpwIOvows1n7t2jrJ7WGbuo4aGTBPdNxG6I083ZHq16X4wduWROnqPzoianJXSs1+sRij45OVGz2dTJyclj3nRKHx+DO2ppFOfOnsN63M94kEN/Fn1nWZaDi93ouvPsXr87e+718zzGQMEE0BPXIkupAfe/U8eXKN8dJnd+oR28jf5j35TPeTAYqNVqRdi6Wq1Gnj8+Po7Pd1iS9fJcqlerlsvlOGaiN56bRqqMlXvhNV8TZLpSqcSxI/tes8C9Dg9+0wYqxWbp3DevugJ1S+mTYCFSZQHxeZb/jEqgOdO6QiyXy+r3+2q329FzTj2i9Lne0ogmNbpuzNxzuGicLGwaVfK3w4kwuTOwQwM+Ho+KfCyj1gwvzIUwrejheocwnG5c65ixK2fHzVG4/E8f09PT8R7uS3NLzAEIwu9P+YLnIpguPKMYPfXeXZmz9sB9qefp/XFfir0/bXMl6v2nCtUF2e9lDKlzlkYEqWedjpNNz3NzcyqXy/H8SDaXenR3dHQUDR7PaDab6nQ6arVaUdZSY+kedvq5890o/oUu7hCmBsjH48baDUUasUEvl+sUXaAP6OSQGXNgDXBU3egiKy7/7gSMWn/kz3Nl0MllwR00z/vjUPrcnc99vu5QpAcq4Ly5rKU0TiM2H296QICUdxJ9DWhP4+Q90UAxMYdtXKDcSLkBccUAIbmefVXOoPTp+KovphsEPJKJiQlVKhUtLS3Fhex2u/EQ0JSwPmYnkntWbgT86BAXeOZ2dnaWO13DQ2U3MKMWw/FaP4MLRvaTF5wJfcypsWF8kqJT4adrFAqFkWXWo5SKCzmRUgoZTk1NxWNdXEh97YgQT09Pc8oiNbSeBHalBV3TteFZHpm7wXOljpC5Q+DC4/ztPOd90NyoPEtLI5+LlLhHr742vnaj5ueRQPodz6L4o1Kp6MaNG1pYWIiGCrkiWvCiDcbZ6/W0ubmp7e1tra+va29vL3rfKXqROqA+Fue/lLZuRLjf9Uw691TpMv9RBsrp7v9fxP8+Hp7neormc/R1Th1EdzTdAHnE5XqBvpE1/nea4Ig6XzkalRpn/vYonXF5IUrqsKd0SHUOYz86Ooqfu05M+T5dh4vaU0F8PhBfmJmZmUhgT+a5p5HCEQycibuHxAZOFpDvUNIvvvhiFCoXXJjshRdeGKkkDw4O9ODBA925cyenbLH2HBfC2Ny7Zm7OmHicaRk138NslUolGhrPtXQ6HZVKJc3MzEQBT/dmOdwB7RFclAg09FCaH/rx9XDM1wWF57riLRQKqlQqOeUIpODGRRpGPm6AvILI58V3XtEIE3PCA7TCO5+entbJyUk8eoh5EPUcHx/H53qBhlegUglFFZ1/nxptT0QfHR1FHmZfjJ8/9ywtFXafKw05cOPgzeHXURFSqjRZu9nZWVWrVV27dk0rKytqNBqam5uLPAusRGQUQlC1WlWtVovH7TC2xcVFnZ2d6eTkRA8ePNDu7q7u37+vjY2NqJxSB8gVYxrdpcYsjZooqHEHzqOUFAKlD4fIeaYrZc8JpxEUz/U9Tf69PyuNEFy3pU4GDhXf45Bxn0dCjhikzg3jGAwGOYMAr/r8fJN9Cq3zHIxfp9MZCdvSt+/39Dm6LklTHhgoj8jo14s5LmpP3AflCton5p87ozExJpSeFJBek8IyHpJOTk5qcXExQnkrKyuq1WqqVCrxGrwQJyTNGdnhuOPjY+3s7OQ8Mu/Px8ffHj5H4hmM5nTh3vQw1VHCkNICReueTEqb1Itk3G6gXLD8etqoebJmrInv3XHHwXf/u8dLc2FLMWvnI/5PPTOYmjVMIdt0LvThAu39u2CmNIB/3Cny9XYFlzo+z9JchlJeS+fkkaA/P733IuHGwMzMzKhWq2lxcVHValWLi4uqVCqanJzU4eGh2u22Wq2Wjo+P4+G1OCAzMzNxc7Q7HouLi3HT8dLSkmZmZjQ9Pa1qtarj42MdHx/r6OhIJycnarfbccw+h5T+qfy5gYJ3PW+TGpZRusShX/gVGH2U0+xr6/QfVXAwiv4eNaXr6ghMeh9858ralbkXM4zi/VTvjHJgXA/6Gvg4Xa+Moi3zcLkaNYaLxuN05p40ZTCqPZWBYn8Nn3nykIF6EhxB5zBV+vA9L+7ppt47Ay6Xy3rf+96n2dlZzczM5PBx94BST8PHjwfZaDT0wgsv6OzsTGtra9rd3X0M8sGIuRfji+BeOp4Hewr8eCfG1O1243jdQDMPh2zoY3JyMib+qYBjTq6sR42NUu1REZLT1Zk3NUpEQu6Zco17SYPBo0NfXQCl/Dt8fN+InxSRQnXeBwoFY8i4fF0dknPBRqHyPAp0GBfzhN4+XsaJovLok/49H/cszfd1pUoNnvDo3/kN/vR73fN2IWfsS0tLWlpa0u3bt7W8vBzzS61WS+12W2+//bbW19e1ubmpTqcTn0sfrox4xsTEhF566SVduXJF165d0+LiohYXF3X9+nU1m011u13t7e3pwYMH2tnZiYeQ+pyYwyiFlyp5dE2xWIxQMQ5MSgOibT6DbpzcEMIjGJn1SxUo6+uROnSn34ucRMbujgjjYG8lc/a19INYU4PtusKPhfJne9Ga09LnhLwhiz6+1JnzqMfRMSJpxs2YmTu6LN2+wThYa4dhPaVxUXuigWIgGJq0xt4JmnqgXqXjhiTdrEabnp7W8vKyXn311Uioqamp3OsnmLgXLvB36tmycL7BbWpqSqurq/r0pz8dFWi329Xbb7+tnZ2dHEN6BYwvOIvqr49I4QSawwrMheaG0RU6BQBcw9+c89Xv93MGxJULXiL0xtCNUqgwiNOtXq8/5mV61SJVZ9Ao9YBgPCAyV24+J4TPsXXv088+TBnZBRzh8Tmkjg7r486Qb1SGNn7EUrFYzFXWeQ5hlAf+pEZe1OeIoU+F2SNSXoGSboClD9YDvqtUKqrX63rttddUrVZVLBa1ubmpZrOpBw8exHHA9+mGTfr28TCmwWCgd955R/fu3VOxWNTNmzfVaDS0srISzzm8evVq5JOtra1cQp++U6MQQojnTGZZljtfzmUfR8Mjez96ynOhQLj0686Lz8cNHs8EYoYPnDZppOB9wY6AK3UAACAASURBVLfueLgR4z74FYMDj6d8kEZdo3RCCnFK+SPoKMBIdQKRZZpW8ftw0tzxZ2P8KOfSHanUiUudgTTKvKg9sUgixQ4vCnlHGS2PKry2n4m4R1ssFrWwsKClpSUtLCzE6AwDiQcxitnTUNXHRB+uWNiIiwFz78Cx8HR+0MQ9Dv+hfzfSfOcK9iJvmWf62W/+zJSJnA5cx/+pIkjXx+nkDIZxciWJcHMt96eQrY/FjZz/vmgsPl7oJT3y3j3iSpU5je9HrdsoevmYWXcXKneK3GtOeeNpmvNJ2jc/ozxgaJNGw+m8MArz8/NaXl7W7OyssizTzs6OdnZ21G63c7k47nH6pYpxlIL09yiRd+r1eiqXy5qZmdHCwoLK5bJqtZrK5bKOjo5y0W+67qPkNVVe7sgxfr5LI+iUvy+C15zX/XqXWdd/Kc29z1QeU1lI1z115rkWg+FRnkeFrl98XBzQjAPrwcFlkX6KtLiOdJlL9Us6b9c7o/QT17i+8/mMklHapQaKBJwTJU0u8mAnNuF4sViMlrhSqejw8DBa806no5OTE9VqtVgw8H3f932q1WoqFApqtVoxcut2uzo7O4vFCdPT0zn4JRV2J8pgMEwkciq3K15+z8zMSBoqw2q1qm63G09A8EX0hSFcRSF6FMWRIM4I6UGwKFqYEa8NGqcvLXSB4zs3+IzBIbeU8dzrcQPJScteQclcMfDsfxqVJOXZfAbtfawOb9GnK/uUl/CSKYJAeLMsy0WJ7gFOT0/HtfMTozGux8fHj72/y9cXmAh42uFC1tR34z9rYzxOO9bcFYN7vI5cuGCnubIsy7SysqLbt2/r5Zdf1unpqe7evat//I//sarVqqrVql544YVYsbe9va3Nzc04N9bQYZ5RjhBjmpqa0v7+vnZ3d/X222+rWCyq0Wjo4x//uMrlspaWlnTlyhXt7+/r8PAwV1ziCon1J6rziNb5xU+f55oQgiqVSnQ0j46OcrLGde4Uu2MDfzpvOjzla+NOqPOO00V6BJF7VOV8nhbGeI6pVqtpdnZWV65ciWs2MzOjqampHHLhxzHt7e1pd3dXm5ubevjwYXQGSqWSJicn41sPsizLOb7u+PG3Hw7thj3lR+YP7U5PT3P6yg0wkSJ2gGPVpHzp/EXtUgPlcBQPT4+ycXjNFUz6mVd5MVCU6ZUrV/Tyyy/n9qNQ6XX//n1tbm7q9PRUr776qqanp+PL3RxLTicKkYFqTk9P1e12VavV4jh8j8fNmzdVr9d19+7duBBujJyx3QtyoeE7h808emAjHhGUC1BqbGCKcrkc54QgOt7uu79R5Ch2N0zQB6Hx0mrfE+GQo2/O5vnuDWM0ZmZmdPPmzej9pZuMae4FN5tN7e7uam9vL46dknWUJnTGQeLU5ULhUTVd6rV5teDk5KRmZmZyEYCfA4fSYuOnQ3ysFzzuZf/fTHOj7zm21ANPEQHnPf73YoHZ2VktLi5qYWFBL7zwgkqlkjqdjr785S9rZ2dHg8FA1WpVy8vLeumll9TpdHR2dqaXXnpJZ2dn2tzczM05zQs53/texl6vFyvdjo6OoiFdW1vTwsJCPIaKyjCfox8X5s8a5fEjSykiQZTguVGvquVah9hxPlJH1qFW51n6cOchjdxd2fO58yI6CPowVxzD5eVl1et1zc7OqlKpaGZmRtVqNW7eTdEH6ZFeRhcuLS3p+eefj44AEVW329Xm5mZ08BmfO4wuG64ffJsOkKs7tq6z0pNmWFff4O36gPvTF0iOapcaqHSx3WPjexewUaFyOjGu9cM85+fntbCwICnviWdZpsPDwwglvPLKK/G7FFdNmYnmzydn5IbVI4R6vZ4jJnNyBvVCDf5PvSWP0jyMdeHiuaPCZi8Td8Z05kghCl8vf57f79d4S6NOmisQZ0rwfSLfSqWi5eXlKDCe23L+cFjXT4DIskfJVa7z6M/p5U6JO0pOH56LkXJ4IaUHRipVhHzna/huG3zlvOf84pFFarict9xZbDQasSCC140fHBxoY2NDnU5HhUJBtVpNc3NzWlxcjDy3vLysu3fvPmaEnL/5zZhTA4CTdHR0lKuQ5USCVMlyn6+Dr68rMObM/x410k/q1Pma+t+OtKQ6jOf42FL9kV436lmOPKTPlvJQI3Su1WpqNBqan59Xo9HIFSfhLKaG2ZtHs+QeSYe0Wi01m824T/Do6Oix/Yqj+G3U3J1uKYTu97nTlQYPKXwoPX6ixKh2qYHC+yEKgWjlcjnHSNLos+awwoSXeN943NeuXYubbFutVpwUsB671u/du6dms6nPfvaz0dN2BebnrgHhYMH9Fc68/A6FSJTWbDa1vb2tZrOZC+/dAPFD9ObKAgGG8MBOeAgwGH2RTyOBS1/pAbnpwqURGobRISqYxCFQZ6BREIVDg16S7UeuEP6XSiU9//zzMc/BnB1KYAx4kPCA7+m6du2arl+/nhPAe/fuaW9vT/fu3YvGrNvt5mgErT0aZ2zAQG64B4PBY2/i5fuUdniZ/O8l1mn117M2N5jpSxM9cvV1dmPq68f8q9WqXn311TjnL37xi2o2m9rf349QeLlc1u3bt6OsEbHeuHFDX/nKV+JeL57r0TLRMFE8csy1lUolFl1Qls7eOWTPHQZXch7puiHyohjuc8fD19F1QAj5CrFyuRyP46LS1qvYkDU3YN7oN43o3IB45OTG0p1VIgV/RxqvS3/++edj1H7v3r1YYQlU6Rt34REiVozN4uKilpeXtbq6qqtXr2pmZkblclk3btxQoVDQxz/+ce3t7Wl/f1+/8iu/oo2NDW1tbUV5RS8h2z4f1vbo6CgiDOnJFej5lI7IuyNFaWTmB+Re1J64URcmYhBePecClAqTMyWlvijO1dVV1et1FYtF7ezsREFgwEA9rVZLb7zxhvr9ftx/4edW0TfCDSwDU3jpOGMYDAZxERFMBIN8BUR1nBbCe6hM2J5lWYTXUvgp3UvEbxbcq5DI88AgCIErSRcA96jcCHpjXq4M3KPEC0MAUNh+/JEboWvXrsUNxig7KZ+4dkcFRZOWv0Mv5x/26zQaDZ2cnOj4+FhvvfVWTLQ7PMc9fiag08IjbObvQkRxjJcwQy/3inmOK5xvxkCNMjrOrx65+Bq6IkBhzszM6OrVq9Hr3tnZUavVUqVS0dTUlMrlcoRIC4WCrly5osXFRd25c0fz8/NaXV3VwcFBhPtcobLeKCy2PUCDWq2W28CKAYP/UhhtYmJCMzMzuTPjnEccakrnDG8y71FevjccTndA/Ogz+vS8VPrDGrh8+GceQXjE4LzJGnuhAus6PT2ter2uqakp7e7uqlaraWZmRtevX49wM1C2O3unp6dxw62/3RqYFQebMV65ckX1el3z8/NxP+lHPvIRPXz4UA8fPoxpE/phjr53E1q5852+DDWlHXopzSU6auD3vKsISnqEPTNg94Ldm/RFdyaByHhkMzMzcYNflg2rjKrVqubm5qKyhhitVktf+9rXdPv2ba2srDxWFp1GKQh8v9+PrzSGOGCzqSFjjjR/260zKYTnM37ccPODgLoXxKJ54nBiYiJ3QKzDP+6V+PNgwFHwUBqyo2C9WpLm68b4iKScQVkLDPLCwkLEuN2IcY1XiPl7ofzkBujlAi5JtVpNtVpNS0tL8WSD3d3dSA94zNfbo0k/Ygr68QzmzBp6IUpaauvCw32uqL6ZdhFM6A6OK6V0nViLyclJlctlra6uanZ2Vu12W4eHh9rb24sFR17UMRgMtLi4qHq9rtdff12/6Tf9Jl29elW/9Eu/pHa7naNlGmECHzlvl8vlqCyhz/T0dFSaRLLwBlAwfacGymXKWwp9u4FyGjn/j3pFT7qmqcHhWay3O6OuZ9zZ9u/oD753veJOmhtc9oO22+149NTS0lLss9vtxogefj89PVWn04mRKc43+q7Vamlzc1MnJyfqdDo6PDzU/Py8er1edPyef/75CMsjX2yshh6uTwkcHFL3+Y3iV9fBzksesKT0/6YNFJtjC4WC5ubm4ufsbzk5OYm7zWFOGNSZplAYbpZ99dVXtbCwoBCC9vf3tbGxobW1tbiPwu87PT3VxsaGPv/5z+vTn/60PvOZzzx2LBDXwUSHh4fx74ODg+gZv/HGG6pUKpqfn9fc3JympqbUarUiDDA7OxsrUfr9ftxkOKo4wOElNgES0aEcHXdPFw8jzzVOY/f6uJ4oDmEuFArRQ3bBoPleDwxi+k6pfv/REUHuNaGUqBjyZ1y5ckWFQkG//Mu/HIWm1WpF2KparcbqSl64VqlU4skFDr353gqfPwaNKKFUKunTn/60Njc3tb6+rvX1dXU6nVziHScFZcAasH+I5/k6EB3AKwgVZyumBg46ulFPFerTtLOzM7Xb7QiRp32l0DgwsDsntVot5mLX1tb0pS99Sbdu3dL73//+yMPwM3zEySt/7+/9Pf3AD/yArl+/rh//8R/XvXv3HisG4lkY7ePjY7Xb7XgKRaPRiAp9f38/KrlWq6WjoyMdHh5GHqzVark9iO7sugPH2jkPO7zn1yPz9IlDmGVZ5L+pqSl1Op3YL8rSo9Q0Z+xrnDo2nutE97g8ESmmEbbrAB/b9va2qtWqfuAHfkD1ej2e7IFid54jAoQ/4Q34l2gWh8BP9Xj48KG+8Y1vqFwua3Z2Vp/4xCdUr9f1oQ99SKurq9re3tbdu3d1586dCNN6egKEgf1ynq7wHPnk5GTU3eVyOepDCuNc9nGg0JNO31HtUgOVJuVZGMdFPexNvVcIWCqVtLCwECMZrDeVJhy10mq1IpHZX7G4uKhyuRwJR4Np8WjcMx4MBiqVSlFIqcDq9XqqVquR0amoI+8FdIXxcM/BBSjdKMr88Xpc0cDsDlPQ8JxdiXrk5pg7zJ8aPg/P3dN0Grm350rWMW7G6AzjjIVXvLGxET07h+0oywZyoG8URCqsGGl/pxbj8shzcnJS9XpdWTZ8ZQebqXGSPLeHo4TBdVo4pJTSxTdco7AdenC+85zJszT6gB6uNHmeRwX0j9Gcnp6OlV54vd1uN8J6WZZF1IB1QVEcHByoXC7r6tWrCiHECsput5vjKXib/zGO09PTMcd0eHio6enpeAo6ecJKpaJisahOpxPXDlryv0drabSfQrQOY6eedrrZnR935pzujgj4c9Po1GXB0Ql/H5QbIZdPV95plEAfyDsOW7PZ1N7eXhw3SAO6ztES1tN1nDfgQ65FFyEL7XZbX/3qV7WwsKD5+XnVajUtLy+rUqno7OxM+/v70eGE76C/o2eub12vMTanv9OX+3xNn8bRu9RAYQE9F+O5FhYFvBGCpCH4xMSErl69qn6/r2azmXvPDMYJQSoUCmo0GjHMvXXrliqVSiQ84yAUdYIx5izL1Gg0tLW1FT2To6MjHRwcaHV1NRoQjBGMATOgOIlo3EBxHwSGATx35fswvP7fF9I9NYf20kS5/+1M6Z6+ezNuFHEY3ODRB94cUYfDHJIivs34Op2O2u221tfXY2R15cqVeA+KdGZmJnr+6RtuYVCiOrypLHuUfIc+fiAv5bcrKyuqVCqxeIYoyeFDDpblWWnkxPOcln66QgoBpXCnR7vP0ugDI+rQnsNUKZzFIbmTk5O6ceNGzDnt7+9HB45CgGazGdfA29bWlhqNht7//vdLkjY3N7W3txcLJEY5X9KjwhjfeLu2thbzJqyfIyztdjsqs0ajEdcUfnVD4XQd5XSNoiHRHWtElJhCUI46IAMuw5cZSDdQvnbuKDpSggPnRUopD6FLJUUUZ2NjQxsbG2q327py5Uo8kg05hSedhtDHnTpPAXieGX7mrQZf/OIXtby8rCtXruijH/2oFhcX9fzzz6vVaun+/ftaX1/PoSfoQvQHukLKb/Z2umIXUjqPyut7bvOi9sQcFMKR4vGeS4CgqTUdDAZ6//vfH6OW3d1dHR0d5aCcEEKMnjivCgLNzMzoE5/4hBqNhk5PT1Wv13PenSu3QuFROS1M1ev14unMQI14fOQgmB+FGYS2CwsLOjg4iIob5qACzxOwGCj32PHoWVTyNkB0LpCnp6dqt9vxGaenp48lfF0pekTCGkiPwv3BYBANBd41ig8mIkolEsEgeyUUDUYtFAp64YUXYvh+//79GAkD5eFdT05O6uDgQNVqNQcb4um5gWQeR0dHMYnMgaNUhUlDhXnjxg0tLS3pC1/4gnZ2drS3t5c74xHP3pUU/MlaOfyMAAMrIly+gx8D7HxwkRK9qDl8yjjSQh+e5wZjampKs7OzunHjRoSu7t69G9drd3c35nngtyzL4qsw+v2+fvEXf1GLi4taWVnRO++8E9eXZ3uxih/Dw166973vfWo0GpqYmNCv/uqvRqWzv78fz5vE85+bm1O73Y4Q0+zsbIz84G031g7noV88EvFzG1kLIGT6cMfSFTn3uxPle2/ow3mFa7vdbtRTVF2yNh49oX+Yi6NHPh+MJeceIp+Li4taWlqKDvrW1lbsk32b5Kiq1WqMeIj60bs4p56XSuG1+fl5nZyc6M6dOzo4ONDt27f1/d///froRz8a81MPHjyIkRTrgg7zY5OA9TxXlmWZ2u12Dp1hzpVKJSInHILgxW0XtUsNlFehpJUvzuSpJ4TxCiFET9jPtgJbBaZAGdFY5MnJSa2srERl7Qran+slwDAFyeODg4No7PDoICreX7FYjDBgvV6Pi+xC42EuXoArBBaDa5wOvggsTArFeUk+OZQUzvOWwhMuFPTp3rmvTQozOgTI3Hw+LsQYl4mJieh4sCnTx4EjgOJAiIEJUCSer0tPj8B58LXlnqtXr2piYiKWwPJMhxWdZ1DGzBMauVGYmprKRVgO93mUmXrgT9Oc5h4Zp14w1zrfYNxQSihD+kQxezTuUOf+/r6koee+s7PzmLH13B0Oz9zcnBqNhhYWFvTRj340Igzr6+uxMu/evXu5CksMghsJaM86Mz93ulh/h19TWsOXzNfX0H88OnUaO4qQKkSH79I18s/TyHuUPoQO/O+QID8cF9VsNmMO309o8C09oASHh4cx5+19j4KcmStrjMGQFI1bu93W9va27ty5o5deeilWEvLS13a7nYt2fQ1SPT+KlujElD6pI/KkdqmB8mQ++GZ6ZAnMTuLXhY8BoaywoM1mM24k29zc1OTkpJaWlqK3AyGmpqbUaDRUqVRyxQgQmQXy1wyT11pfX9eDBw/08OFDtVot3b59W88995wk5RKOCAJJVa7pdrs5Bc9pA9VqNQo+UArKD++M0NUXYGpqKu5f8PyDCyV/Y7ylR69QThmfPvyoFjd6REIpzuueKN/7PN2wcb3Dku6Z3b59OxdhdrtdHR4eRgeA6Ir582oGCiNQdIyBfRiesOVeP7ZFkl555RUtLCxob28vjrvZbMaxu4PBeDy/6Ml1jFOpVNLBwUFcB39tOlGz52WfpWHo3DlxyCQtDIBPXBns7+9rMBhodXU1916rarUaec7LvuGLg4MDZVkWTxvnlPGZmRnV6/V4PBTKkL1Tn/rUp/Tyyy/rYx/7mFqtlg4PD1Wv13V4eKj9/X194QtfiOvt8s2Pn5rifOa6wZ0PPHTPsUBznBogX6Ji1p/58hvjzoZwnGXWP410UkfPI3t3GBxJcjiePhx+ZCyeipAUNzN3Oh3VajVVq1XdvHkz5vH29/ej43V2dqajo6OIMA0Gg1j1XK/Xo/zwHB8jc4aO/o6rg4MDPXz4UOvr6/E0ihdffFEHBwc6Pj7W+vp6dC59vm5IPfLmefC0V8nC09CACM8di4vaUxVJnJ2daW9vT4XCsOoKfLJUKkWGckuLJwEkwaZb8k1nZ2cRUkOouBZCEyLW6/UYYoO78z1eGqXavV5Pv/ALv6C7d++q3+/r85//vN566y19+MMfjpvXFhcXc3BSv9+PQtvv9/Xmm2/mDA4K26NIDKmH2u7dEQGQi4LhUXjuIcE0wCmeNIcpHNuGtn7iM89whoExUgzbc4TMye+r1WqRIaG1G1vGi9JBCPf29mLfwHy+kRfIotPp5JwZTsGuVqva29uLsB9VgSE8qgb0BLMkzc7O6rXXXtPrr7+ura2tnIfsr5rnDD4/rcKP1YLm/I3X6efguVfvlZJP2+AlV2y+fu7sIeQeeQwGA+3s7KhYHJ4ijtylysuLTIAvFxYWVK1WdXp6qv39fbXbbVWr1VxEXSqVVC6X9dxzz+l973ufPve5z+natWuq1WoaDAZx/8ytW7eioatUKrFEGShseno6Kt3XXntNOzs72tjY0Pb29mMnmw8Gg8j3FHsUi/mN+DhgyPjZ2fDlihhDfzecR1EOJ7vx8Yo3+J++PX+SOgcpLJhGAyh+h36RD8aG7DI3cvK8lwu0ibUlV4tzxjmlIBIPHz6MOqRSqahWq0Wnz59Bf9CFPCUy+cUvflGrq6v68Ic/rOvXr2t6elrb29s5CM/XLEVh/DN3tFkjDl4YZfwvg/ekJxgoFyY8P69AQrBSK+jhNYM+OjpSu92Ok0XoHev0Z3p/TBqCkcD374+OjrS1taWvf/3r8fDKO3fu6P79+3rppZeilwhBIJzjtt1uV2+++aYajYYajUZOmBinL4ZXyqSwg6SRB4t6Ts8hnBR+cMb2zxz6cUFxTw/aez9OV1eMKYTo+cP0Xv/eFanP2RW8R2IUlBCBe/4FwyA9qlrjOfQHvo+ASo9eaFkul6PB9twcjXVzheGwiM8Tg0DuI/WSfc2epSG09JHCPr42Pm6H2SkjL5fLUZaItBiTRxLMibnC516FiieMQb5y5YquX7+u27dvK4Sgbrer/f19vf3229rY2NBzzz0X1xJ4ikiJI3cajYbq9boajYaOj4/jga4+LubHmjmtaakxcMMOv/j5iS4LKQrgqIP35c/2/l02UufbIUrWlmeQD4UeND9izWXQ5SaNLFP5S3UEaIs7m56zS+FpjCROKU7T9va2Qghx6w1Vfs1mMwetusw4TTxiG8Xb6U+qc1Id6e2pXvleKBTiK6LPzs5y1V0oZj/lwA1Ko9FQr9fTO++8E08zh2GzLIvwXVrezf17e3sRjvAEZ7fbjcLa7/d1584d/fRP/7QePHgQo7VWqxUPXpQUI7hSqRSTvqenp5qentbBwYF2d3f1Mz/zM/rNv/k361Of+lSOUTwigdAeEeLp+TwcGiUxKClCFNIjKJGkqTMBEAUeEEfqO9zB9/SdMjy/+/3h3qfUG3JPZhTTuBFx+BBlnjJbKjwowIWFhbihUxrupaMyEDoCsy0sLMQKs0ajoX6/H4trEHKn1bVr1zQ1NaX79+/HsafHG0mPnCzW0eElFKhDjih7FA99PKtxkhSP2wkh5DZnO/14JjwEHMrr17lmYWFBm5ub2tnZyb1z69atW9Erh/ZECHiwRJKbm5tRlhqNRtwwyqbO3d1dffnLX9aDBw/01ltvaXNzU2dnZ3rttdeiIlxYWIgHkjLO27dva3V1VaVSSW+++WaE74lc3IEinwm9gb08f+gRHnRDpjzidPQBvkUeU2OV7pNCt7Tb7chXyAa8nEJ67qghp6VSKZ7gwGnkniZxQ4uOdHnB4WB/GXl0cvXMcXZ2NsJ8OB0ULRWLw1PlOXmHezyi4rms48HBgXq9nr72ta/FvapXrlyJOsf34jltfR4OmTJPKrWB+Zk7fTn0e1G71EDRsaScgBKKIzCFQiFnPNxT4bXPhUIhnuYAs1EmS7jpSWn6Pzw8zHkFvqDHx8c6PDyMGwKff/55SdLGxobeeOMNTU1NaX5+Pu6jwnNIS7pnZma0u7urBw8e6MaNG2o0Grlw1Tep+Y9X0Xg+yav3WFAvfyXiYnFSw0BfPIcx+EkJ7tm5QfR+uNaTlXiL0Ht6ejqWb4PRuyFijXmWQxiE7u12W3t7e3GOCL8fJwV+7cUOMP7R0ZH29/cjfAj0yh46z0cxBh/T4uKiCoWC3nrrrVw+jiQz97E2zkN8h3DhDNBHGpHSnhXiAwrjfDxfexAAHAindbvdjoU7/hp2xu9jz7IsGn7PswGpAz3jKAD3oMizLNP9+/djBea1a9diVSzvaDs8PFSWZbHqtFAo6Pj4OFZpkhvhyCXWfG5uLq6172FDKXuqgDYKlfHvsiyLJ9J4VVgqq6QSvLoPx5PoD7lDjpzGfioGp53Mz8+rXq9H2XNYGB6Ej1K9xdhTnoI3ZmZmIuzfbrfV7Xa1u7ur3d1dHR8fa29vT+12Oxak8HtlZSXSYn9/X5OTk2o0GvEsRRAMd3KBEHu9nu7evRuPxbp9+3YO9Ur5zH/ckfB18ryozxlZdDtxUbvUQPmCMzDPabiQ+RlOXnxAsg+FwXVADdVqNVcq6uFslmVqtVqq1+sRn3UG5VgPwurr16/nzsEDbkBQPDwFMuE6lBnnBDqTev4AGriHlRLYIYVRMBJKiOvci+d+p4Xj0SnO7QySGijHzT0nRnTjXjP7XPxkAQyhGwP25TD2drutZrMpKf/WWO4ln+BeG+tL9VKhUIjVZSGEWIo7GAzfkeOJWYeKfJ3JSzJnr+xzYYLWLkwOUXiE7M8dBT89S3Mozs+UdMcG3qUxXzxRLxTx9fY8CciB85EXFvmeJPpwOd/Z2VG5XNbW1pZu3bql2dlZ7e/va3Z2NsobBTDwhie92f9WKpVihFQoFGKuyN9w645iun/S5YU5Os1Th8sdxlGGe1TUk8KhnpNN36ME71LduLKyosXFxZzzDKrSarWicw8E6lWNPNPng3zjkElDpIX30wGrSkMkCJ6gKIZrKVjhtBXWwTdVY8yZE3Kzs7MTHf6lpSU1Gg1tb2/r4OAgR3NfA/jMUyDMzQOCFF51/XdZu9RAuUKkAq3VasWHEsai1PB0KaN0OGNubk5ra2vqdDqxQs3zSJLi4aNuGHZ2drSyshK9hHa7Ha064Tmh+cc+9jG98sor2t/f18LCQlSS8/Pzmp+fjx5/BrARrwAAIABJREFUsVjU/Py8isViPNfs+PhYt27d0vb2thYXF9VoNLS8vKyDgwPdu3cvlzuBwaiWcsPtm3Q9amD/AoltIlGudxjNFTkVVwiQlPf88YRST8XD70qlopWVFd26dSt6NY7586I/SoaBlpgnig+e8DwkyfWrV69GI18oDF84+dZbb8UTC1zJuzAiiLdu3Yqbbzc3N6Og4iEz7xQShvfK5bI+9KEPaWNjQ7u7u9GQlkqlyG8kkDGs7tXxQ7FBv9+PEWC73Y7XYTCf1UBhaFqtVjzxAUgRQ01RBvt8iHYGg4HW1tZidLu2tqZyuayVlRWtr6/HnB1bKlBkrqB7vZ7a7XaMlpGnYrGo3d3dKAsYn7OzM33mM5/R888/r4985CPa29uL+3SAw1F2xWIxRtFbW1uam5uLx1/hwHBwKbkN5IXobn9/Px5g66dc8yoPh97cSeJdVFTrOb19Xd3pcocEAw2MyKZwnDY+Q+e5k+fOJtHGnTt3tL29rVarFQ0NDpmjIzgOtF6vF/eMNRoNzczMxGKTarWq+fl5vfDCCzG9wWZtL/XneLdarRbzh1/5ylfi2wdWVlYk5d9S4MHD8fGx7t+/ryzL9P3f//26efOmJOlLX/pSdCi80MILc9AJnpuCz5EVdBSfEXWnzp+3Sw0UihKPC6PkoTCE9rANZVQoFNRsNuPx8kBnMAMC6XukfEF9f4BHI16pBCwkKfc6jw984ANxQy64OkrAGZ85UBQBM+Ltzc7O6urVq7nKOzxOz0GxcIyHXAmluxgPx6Fhbv9hrq5gXJhQlBgPBHd6eloLCws5PJ6GgfS9M6O8Uc+14IE5RAKt3Dix7ihFYMjp6Wmtrq5qfn4+jpWKzocPH8acHEzPOL2SC/oy57TowiPGYrGopaWlWIrtjQjQC0DwbF1hQc80OgZyhO7AVM/SXElCS6INEAgvHELQKTMuFAqq1+vq9Xq6f/9+3H6AgqW6jbE70sFzHary6jiqw1A03W5Xa2tr+if/5J/o137t17S6uhr58uDgIBoodxTJ+331q1/VycmJ5ufntbGxER2fra2tyC+MIYVPyQWhyOFhlCe5ZejBmLzoQxpdhEKfVIf6xnJXqhhunG3PHw0Gg5j346Bdxo8eODw8jLydyg3r6ZGIR4zsP2JLy8TERCwlZ7Mzew6npqaiXvPXdPR6vejo4WRxysjS0lJ02tK3fjOGvb09TU5OqtPpqFQqRUc+1fPwK6iE8xlzpU/oj85mzmmp/6j2RAPFALCgvmvfE28IhQ+w1+vFfRJU9hQKhbizuFwuR6L2+/34wkCY3ithvFLGK604bgXPD4/uxRdfjAztR/KgELrdbiy1PTs7iwasVqvFAzAxyK7MMERnZ2daW1uLdCBHxHll0I8I0hUPAuFhNr8ddnAB9nlLynmZCJS/NNDfWOyvOnDj5wLmBsr3aKCwUGIePVEJhNL2oo1isRjHA/9w8sP6+npkcPdIUdoTExPa3d2NQg8Penn3KCM8Pz+fe8eWQzf0Dd38aCrWMIRHr1h3rw/vnHGmxSZP0xBQ+pycfPQaC6ICdzpYf+Y/GAz3v/R6PW1ubsZCBK4hMvfcE4oDWnlOEcfg7OxMi4uLUcZwDLa3t7W3t6dSqRQdjUqlEreMkHNkrYG3vv71r6vb7Wpubi5Wzp6enmp7ezsiDihaXzted14oFCLUzObko6Oj+HbgLMtyexRp8IivO46Nywlvr11aWlK5XI75mdTQQXd4BEdmY2NDBwcH2tnZycFWPMfLueEj1sOfkcqz8xbGr9frxS0WS0tLWl5ejidLgAjV63VtbW1pbW0tGkUMFE4NyBcOYalUUrvdzkVwjGF/fz8iDBMTw5fJIueeI0zp5SfpOFrC326goA1G8pvOQZFsRTlAWDxxT9bTUDQ+6ePj41gFhOHxjZz02e12oxEk+lhbW4tVbw4JcmYVC0slS6vVisn1UqkUK6DAz9kTQ2IQw4vnDszop+4eHR3FU5x3d3cj41+5ciUaAZQ7exDw+A4PD9XtduNmSc+DQE/G79EB32GkS6WSnnvuuYgp+0njrIO/hMyFxV9XTk6AnAfeEOu8sbERGQmoCQWNEoQZO51OfAb8gWF3+AMDW6/Xo3D5HgyS5u74UPhABRM4vhdaOK/Bg5VKRXNzc/FV5ihP91QxAign+kNo3OP25nTB0D1tgyYkqQuFQoQOeZZHAE43lDLvTqtWq9FIHB4exjJ736DrUSPy45WNHsGh2I6OjiKEOTMzEyE3XuUBnE5RA8qP+bD+Dx480M7OjmZnZ2PEQ/HG9vZ2lDk2vUvD/XdA6260iXpqtZpu3boVoUocIzfAyLNv+0idGM97prTKsixGhjs7O3Fbi7/y3A+gdiSH/Jc7fThmyB88xm+H9HHkHCVxtOfBgwdaX1+PaRNyYFevXo2/T05OtLu7q2984xvxUGVoJEk7OzsRagVdYoM2SMXR0ZGazaa2trZiReLi4mKEFGnOo5JyTit8686fpKij4T/SA8jhSLm5TKi8nNlDMU94I/hECEAkNJiZYgbPL+GdozRTBY3gQGhP8npi0qET98a9woUS4zTkRhBgEJKJriwctkwVHZ4w8AARAYaHc/6cyaX8+30QqjS34fkojB+epX+PsfLx+VFJnsPy/Jgr7rSNgkjSsB0vyqO5Udi6R+JeRVksDjedHhwcaHt7W1L+DEOUDuPGODud0jmUSiXV6/Xo4bqS8qoqNwh8xpjcWLqwwVfM41ma86h75PQPVJfmR9yAIXeTk5NRSXsS3MdE1IzzAFLgUCIygpPhyXsvgoLerLUfrotcwHv05wUVKHrojeLy90YBm2G4WVsvXGCjO/LvEDdzQeY8AqZhLDhaDdn2VAXbHkB2HP4F9UgLb/z/9HkuP/AX6+u8mEaU3OfKnXH0er14aEGv11OtVouGZ2FhITro1ALAa8fHx/HgA57n75by/g8ODjQ/Px9fINrpdHIGyiFrjwpdXzqaltLCI8fUEfT2xNPMRyk5PG529wOZoeAdZ3WPY3l5WVNTU7lBt1qtiAMjFMAvXlGFd8v3nrfxRcYAYZwoZeZ7/ve+vfyWd+l4ohnowwWQCIR3Snl1IovFprcsy7SwsJCLoNxA0T8nLKShN/1hmHiWY74wBjRoNptxZ797ZCTRKefGaGOAUHIuII6lexFICCFuHXBlT3UkBQ4wsZ+UTFL+e7/3e7W5uRmLQYgEGZPj20QKKOtRBrZarWphYUF3796Nc6DYh+gPLxrhdCPggged/QQOSc9snFg/5gJd8W59I7IbVaBkjIQ7X0SV7PynUIL7ULKccC4plrKTJ6UQBWXnigT5KRQKWl5ezsGtHil4bgV4Dp4BRmKtkEN3bOG709PTiDbg3ac5Dg5MBXZKHWRfRx8rzzg5OVG73Van04l7fzwHyXj47XC8jxU9yHNdFl1+HAZ2GN8dcOYBSsFY0H+pMYT/OHqKA3kXFxf1iU98QouLi1pdXdXy8rIODw+1vb0dz/FLD6qVFKFlzxv1esM39FJyvri4qGazmaON2wVHE4jw/MBrz195Y6uRG/W0XSppvi8Go1AsFtVqtaLg+r4S4KTJyeFJt1TkABOhePFw9/f3owB1Oh3dvHkzMhmLu7CwkEvwu/fkeC9jYc9IpVKJCUagKpQ/ezQ8Ctjb21MIIb5GG6PBj58f59VtvEeF+whxUdzOuAg1St4VPW+55HtaaihST2yUd+qesZfvoqAxNni3HoXyTBe6EEJcc/fsKRTA4+O5/gxXeDgrbDrlWfPz8/rBH/zBWIUGg4Odc0KBY/YO7bnirlarORrCJ0CM0IqNwIPBIG4C5kRwFLB7dukL4ljLp20INGP2fBry4X16ZR/OFeXjExMT8cWfXgD0jW98I0IylUpFu7u7Wl9fj0iIn6fpHq07d0Q9RLqUMBMR4WT4nDy6nZ2djY6ENNzH2Gq1Yg4E+ZMU6U7UhAJHV3jRgKT4rineBuDGEtoxF0/GA7G5ovdjeFx5+pYSjw7d6WXt4AMMDVEe93hFqOegRskHcLkbC57Ls52fQaBCCPH4qn6/r8XFRd24cSMGEGdnZ9FpYC1JP/DaGjfQ9L+1taVWq6XT01PNzc1F/nS6og+8MhhemJmZiUbNHTrWDRlIDXnaLjVQPnAPAd3KuxA7/go8B/TH4FhE8k9+/D6TdKjILTsKHahCyr8KnL6zLIvlotPT0/GdUDCLQ1b0Scmse+Rpghns3D0r7h8FA/rCeEjrz2BuGAzo5N48ffpCpps16SOloSsizxn6dyhwDL0rEq5njuDqPvZ+v5+L7jwH5dBPCnfQyLHh+ZPkPTs7yym91Jv15obbjZPTxpVKytsIvc951PMcDnmW5p536rQ476cQkd/r8/GTR0ik+8ZYoi6H3lHK3lfqiLjThjFCGUrKFWA47TGovCfKKwVBSnyeUr4UPIWdLxqT77WDd13ugNxdfhyugzYof/r2dYLGqb5wWWPenofytXWF7Wvq83E+wnn2iMKdRv/fjRuyORgM4nmHIYRY1OQIAegFMub77nxeoErQGefDdUs6PrcLo1CuUc114kXtUgOFR8+7g5yBmDx/s5gwM945E0OJVavVeAxHtVrVnTt3okHBi8UgHB8fa2trK3qJGCMYgedCFPaUFArDd59goX1/lWOkEPXk5EQHBwfxhXxguisrK1EJ4OHhoUNYFs/DXJi1VqvlGCSFR+iDHxim3+/H0wbwenu94butvC/p0RlfzJ9IgxfHQXsgLu5HOWTZo6ooz/ucnJzE12mkQsP42TcDXAisg/fs5bKsSwghlyh1hmezMG9DDiHoypUrkVYoC4dJGJM3xoiB9KOlgDQ8HwmvHx8fa2lpKdIsVZKusJ61QUN/maDnm1InjTVwvvXv4O/Dw0Pdvn1bN2/ejA4fMA5OA/vJgPV8Pu7A4IB5Hq5QKGhjYyMWNTBu+BJ+x8mo1WoR0mdPTrlc1ubmZox+vNzd89spdBjCI1gb2Q8h5BxXroMn0CvoJgwy+62IgOAPoD8MCfwIAkG05WsGDxCpQVP4S3p8g7G/D63ZbOaq4oDfMVD+vjzmSBQMNO7wNOu4v7+v/f193b17N1Ypwm+FQiHm3qiKRD/70VuMnagT2NbL7nEMXM7dkOPoUjCWOlrQhfW8zOF7YgRFbb+HdSwmDEGuJ4XcwLCBy4CYYM5yuawPfOADERd2gQEWcMWWhrswGWMgJ4YF73Q6EXeFYChlMHMnYAghQpSeawErlaRWqxXnhKLFwKbwn0dc/hnRXrFYjN5dCsfxPN9U5x4USosz7EgQs4PdvUw/E48xMC+gWmiAYSsWi/GFjS4c6eGcRJk4AdAGY46RAKrDsHg+xhVDmqfZ3d2Njot7wBe1NDplnp5DI4eDgHlhjxfk4AViFJnrNwPxUS4NTOdeJnNnHR2S9lwKhqPZbOrKlSsql8u6c+eOtra2opNECTzz4U2tKCrgM+d7xgEMBI2pPCUqmZ6e1t27d6Pj5M9C8eN5n56eam1tTcvLy1paWornxjEn+NGjMy+y8lfOQBs3pi4Lfo3nVpgvfXt+LEUWvE1MTERnT3p0/JVDiW4YUofToUGe43qMCBMnjIbOdASA/jFIzMMdW3SxR8ecZkEemDHwN8aRHHWqf8iJegGZw8Q8J0VmQLc88nZek/Lbk6THjxHLrcUlMhUJlVY1pWG4C5t7NUyeQRFeetg3NzcXJ+YLynEd6cTwjolYmCTjSCMwPwUAj5D7WHw3qmDwjvO6YUFZpWNhD4d7ow5hpLSBlm74fa4YOhbbhdFb2jdMlo6FhtflBoq1hVHB2IE9+/1+ble8Q3uMi43Pvg+J8TI3hz2cMR32g74+xrQylL5GQQc8iyIIclmsv3ulrljw5tKEMX2m8M2zwnxpxCLpsb0jbqwYE86Fw6v+BlfKtzudjlqtVg7+zrIsHvXlkRMOEgbXz8D0fY5eZs1a8Zoa34aBo+IVgeR1a7VajEJcyXukBH3hj2Kx+FgCfdRap/BRCm87BMicefYo2fAogjnRVyqfLrdpf25E6dd5iTl6taHTwHnUx+bOr0c7roe5D/3ofThSAr/heKJraHyGowaf+HqkY/Q5pmkPp8dFkN+odqmBmp+fjw9AAfkruGFOviei4Tgkhxmk4YvTyCtwNEe73VapVNLLL78cPa9yuazt7W3t7u7GggvpUdWHb6xllz/PJnznuBE/MQLFjSLycHdhYUGzs7O5DYFAG/QJkfHIFxYWYhJ4bm4uRggsPEoSyM4hKsbjlYVra2tRSXAfhhOPi7lSnl+r1SJdC4VChHg4BRxlDd1wENz56HQ6Oe8TxZXmEPv9vg4PD3PK3CFX+sLDI/IuFB6dP0d0iID5eWIICHkMSWo2mzEqg/l7vV6MllOjTbnyrVu3tLa2FnfYO+QgKXrkrAlRGuOp1WqPOU39fj/y02VR3EhBO9+PNDc3l6vMc7oxH84WBJZFOTB/lJwX3gwGA331q1+NcFKxODzV+rnnnounlfNCxmazqZWVFRUKjzZGO28QjczNzcV5Hh4eRlgIGBgvnHwva+ZQz9HRkfb29nKnrlDdB6+zt4ux1Ot1hZA/k9H3NqWORZpXhLbQz09BdycTfUOUASJCxC/ly/2RV6IJoC3mg35BXoG9OdGbeeAEpKeEw4/A9h45kj/yCJD5MncvZOOa4+Pj6LSDSIGY4FRQRe2ntlC5SpU1J9VwCj5IQhoVu7MD/TB2rCW65l0XSbgX7NYTRcaigO+yMCRw/RgREqizs7ORkWFYqpXcAB0cHGh/f19zc3NqtVqxBp+DEiVF2Afltr+/H09x8DeOspjAYTybn8FgoAcPHsQ8GUKDB9bvP6peQfj6/X5882Wv14uvM/BIwz1FL1P2aAI6OtSWlnW71+JRBz8OndG/l/o77EI/eFBe4owyhJFccKhIhDHdK4RO9I0Sc68YQ+AGxb2wNJ/p4/Af9zDThtDxwjXyhp7Adrq5B+7Gh/8l5cbv3vezRlCsLc9gDO50QEOv/kSGfM28DN/3K7FxVlI8KaVareYS3h7BAzmSo0PpOt+HEOKJ2sDNjMcr1uDh2dnZCLtPTg7f17WwsKAPfvCD6veHZzpubGzo8PAwnsRSLBZzr6aoVCo6PT1VpVKJh9JCB+dfGvP3k949euEzL9pw5Ifr0ojHPX8vugD6gpfd4fTIgc+cXz268yIFj554jj/X5+Tz8OIv+NXzycDCOEXoa9cXrs8dvuO1RNDeHYE0PUJzRAvdi75IdQa8f5ksPdWGDhSZE80flGVZVG5YW488ECSOGXGslMUh74CiQChqtVo8cJKEHsbQvcgQQu5IHyIY7sFAQSw/Qy/LMm1tbanT6ei581e++3d4iYwTJuTUCiBJIEbm5guewoR8zgKCR2MAfL8O97hy935RUg5rOFYO7IPiQFGzDnhLGBbG5xEP/ZFsJ7JyBeUK3w0c9PQcotOAMTOelPEdknP4EkXjhoc12tnZiRGBC7z3nRooSnJ9bNzvgpRCgE/TmDOvm6FPx+ldkFHWXgkKzVNniR+Mke9Z4kQIXq+BUpAUS8cxNuVyOZY7O614WzKQG8/2PAUeNKe2UMixuLio5eVl3bp1S4PBMEd67949bW5uxrHCV9Kj90QR8TG+VGf43yjitNKMH6/GdeeEz1IIynmONXeHEkPLOnqU5c4UTpE7aO6U+RYR9FUK8/ocGL8jFimy4IYOvc2eOUcNHLJGn3OqCOOk4ITvnT9T+jBW/z6FVLmG8eKUXSZLT9yo65U2aWUGpb+SYvTkoS/EdK/09PRUzWYzvoLdJ8SGsLfeeismazmBfGdnJ56Vx+bXUbkdGNlxcU5PZtxEczAiuSeOAuFFbWtra5qfn9ft27djYvqHf/iH4zzIqQ0GA83Pz+eqcHq9nprNZoRbfNOzGw0/dwsvN8WJffOt9KhKEKgv9c58/byIolAo5JLgPBPD5DRh8zJOAxE0QuDl6MClrjCZM8KN8QZ68dwLa+lVa1zLsSydTic+E4jB4VSeyTvC7t27p0LhUaGGCyT3eHRMH+RYqARDkcCL5MOeNYJCgfV6vRyUhifa7XYf69/pVygU4n1Aghi8ZrMZd/xTjdhoNDQ/Px/5oNVq6d69e7nT03G6/CBlT8gDd7vRptgBWPjs7EzdbjcWCa2ururevXvx1TUf/OAH9eqrr0ZHsdVqqVarxbME7969G+UT/mfORJ3uEPE5OsWVtxsRaOmQk1ciw7teUeoOEmvO8yRFdAcZ9PXkWvgohEcHALthd351Rw3Hg/wbChzexPFFj8K7jrQ4wgBv+bzcyLsh5xlAg1mWxVfIVyoVra2taXt7W1tbW5HmHk0hG+gFdybRZx6dum3guRe1Sw1U6qkB9RCa+rtdUu8SJeweIFVGeEkOlzgUxsGReHNAC+VyOU6oWq3GzbhEBXiIKHY3ft5geq+eY9F3dna0tbWlzc1NbWxsxBMemLs398RSY8nCeNiPoSHiSyEuoB0/ygi4LvXuEFqfp3tfDik6xuvwAn2lcElKL4yhw0M+L8eiETq+51ovovHkKfOEtg5hpvCee/auQBgjSsjPTnTj5cUWDoUAVSHwPkdXaD4+X4+naU5T1smdP4/m/B6P3Dx/ynjq9bpOT0/j+7S4HgPvMNH+/r76/X6Mltj24Y6JO5Se/+AzP/ECJ8uRAjcgu7u7WltbU6lU0jvvvKPp6en46hvk1nNg3O/KbRQNR8lbv9+PVZnwgqTc2w4cGmOuoyBBV+DuSLkz5Yo15VkvmkgjMylfXMTapOcDOhriEZkb4RRVkfKRFGPzYg+eiSy5/Ps4qtWqBoOBDg8P4z5ScqMuKzSnpfOp66VU17gBu6g98X1QHhLiKXOIrFfyOOHdiroixjh5ueKocBEvzqEah4yybPh+KY614TMKKiCeh+5pOAss4Uf1ZFmm9fV1bW1taW9vLwo0L/Vz5Uu/9JdW/Dj9MIIoTLw2V9oO87kX5lVIvrAwGMLtjJAqf18H3/vhQuFMym+eAb34nLG4oUeAUGCu1FP6eL4KR4XksSseh74k5e5z5cEYe71e3AC+srIS85WujDzSc2eHyMO9PVdKGOd3Y6B8TcjVwj+8AsGdCfc24R33/qVhIRP7BbkGOB1ng3disbM/y7L46gXkmM2bGHKHjQeDR2+J9uIaysxdIcP309PT0ePe39/Xz/3cz+nq1at67bXX9MlPflK1Wi163lNTU7k3b6NTvE+ntxsod5o5KozPXRcNBoPcVhhkAr0Gvd0Ieh41hfu8ApM+er1efM8Yz3cdQRtloNxJcigbWeKQa/jGW2pc3QB7lMJr43ECRkHlrB25xL29vXhyPYf/UnPg+hie8YpZ52WnIc/yNbioXWqgPNFOmEpE1O/3I+TExCCuh9wQxXe1u+Cz0BANaKheryvLhkeAkINqNpvxvU07OzuamZlRtVrNvU4bpe6e4+LiYmQgDlBEiDEMwCF7e3u6efOmVldXIxx1eHioz372s3rxxRfVaDRiVQ4RInki5u/wjVc3ElX2er0cBMGeD39lhZ+Zx4kYQKfuLfrrPDwqciOY5qQQYvaZkO8CInMvDeYiqsOgYAxcgVAJRpEMygGD6CXz7rgwLmloFFqtVu7tvhyUu7+/H2kCHzm8iJLlLDenr3vG8LNDaq70gdwc2hkFIz1Lc88R/ocvoJHnPd1bRwF5LgDDPTExEWFN3x/DmwHI3c7NzenDH/5wPGn85OREjUZDjUZDN27cUKvV0sOHD9VsNqP8kS/GAKQOgqQoRzggkuKrOdjsub+/r/n5eb300kv65Cc/qVdeeUX37t3T1772tchfKK7BIP86E/SK9GhPE29AgH8orPA0A/d49MTrY9ADjgC4/Dqs6FGF54PdmXBnmPXC+HqeC8fbDYm/eoTPyfsAQ1OE5fLiMudRkUd4HiGBLlAtybYYvmN+c3NzcWM3RyI9ePBA7XY7Hn3EXHCwPeJNqy0ZD/zvEPbTOHlPPM3cvQAIQfTjwuOLBLHTcJfrSeK6Z0bfWTZ8Uy0hJoUITA7li8A49OKnVngi0BW356i8vh9iUzJKZIXBXV5ejobOGZD5u9L1SMa9Xvf68UDxkty79lwAytdDa+YmPfLG3PNDINO18+95Fi2F3tzDcaFwOJSID2/JPbeUMVGmDhm7B5dCE+kYUVysux/6i2L3sxNpHqX72Hwza+o5+5o6vDUq2n/W5gbO5cPzCj5uV/wevTHvFPbC6JFn8jfSzs3NxX2BGPR2ux1hTg4+RinC//66Fk9qO1SJ0e/3+/HMNxxYaWhc6/W6bt++HfMszWYzdwiu8yH9s144t26Y3CjwfKeFR6CSYg5Pyudx3GHwPj2Hk8Krvk7ICf8777oMeqSD/uHHS8tddzqNnQccyfBn0T/NESSfk1dS+8kVPJ90jJ/+7nBj+hz+Tz9zXQgfOPT3JCP1xAgK5h518rV7yCyeL1IqgBCZgyOzLMvh314OjIcrDb12qnlIEKPA8SxIbPNMlL+knGfku8lhPHJYJycnun//vg4PD9Vut7W7uxu9Ck723d/fj9FavV6PZeYwoSdwJeWOasEgFovFGDGhVKRHkUq5XNbBwUGsZqRAgPemuNcDAwAbsU4oYaAzNwhEHV4Z5Dv6PRlMFAYtUVYYqLSAA4WDp+V0cMWRenesZ7FYjAl3hAYolghqMBjEpCyfE6m6guE+p6+/BdiNchQIQwg82vMNv06rp20YR99v5tESytL7defC169QKEQFguEn4ux2u3EPj6RYAFEsFjU3N6dCoaC5uTk9fPhQ3W43QlJEWXNzc5IU948RLcC31Wo1KiLneVCA4+Njra6uxuiLjcRZNtyb9z3f8z164403tLW1pWazGWVQUi66gJ/dYeB/FLorcQwUBTZsEyFV0O/3tbu7G40wOoj7XSf4OmG80UspDIuuwSHE0HhU6BDUv23gAAAgAElEQVQYsK4bC3jBeQ1FjyPmeWmPYB3uTNEpNwLFYjF3fiPpmePj4/jWXPQFOX8CAXScQ5LMnTHAx+4AOwQKLdzhYCyXIRKXGqj0HUYImntu5IdQnlh7r2oBfkIhIOzSo/JjJgQD1uv1nAHE4qOwm82mdnd3tbGxoaWlpQjloDzwIhFeaQiH7e3tRaWE0XNlTP9AgUtLS/rIRz4Sv+PUc6dDoVDICbF7JCwsihGBgWEIlXlbKVGBC4XnBGBIjKB7+86g7OUKIWh3dzfS119lQJksQgUMyzr7UfzM1fN8DlFB4yzLchV/NIdeq/8/ae/RG1mWnO9HZjLp09CW62pT0zIzg4E0MoAWs9BG0ELfTF9E30ALrbTSAJIASdDIjWrUphxt+iRZZJr/gv8n+NzTLDe/CxBdTWbee885Yd54I06c7e10cjg4NicjV6PRKBaLRezt7eXfv/rqqzg7O4vvvvsuxuNxzjXvhcLRY6zkt8lXRETu/THqnM/neV8MXDnXW1tbP0CJH3uVUaPpJec3nPtAf4xeF4tF5mwiomLkoTWn02lE3B5SBysBKOSUXOT8m2++ybLuJ0+eRLfbzcMKofeQA2TRYMc6TM622+3G//7v/2ZO90c/+lF89dVXsbm5Gb/+9a/j+fPnFUbEY4MhoNDDUZz1BgCNThjlA1A3NjaSQYE6c0Rjp2/j62jWezwZI+AMvcIAm1VhrljD+6JvHIijivtyVtYlPme5JcLEMXocgGZ6+PX7/ayiXF9fz1PPG41GTCaT1EPYCqoKS1/Ae5ZAweO0g8Rm2p7x867rg/ugTMkwIVzmEXmR0pCWYZyFB69tx4QS4BwpE8Zg8A4k5IbDYXbu9QSV4bUX2mE/v/fGXZTg8vIytra2smGpcxQ2LhGR73if8JkjtvCA3DAqIFYchnlsjEKJvCLuryyzsKOENoT+vPl/f87j9VhNc/DjTgeOUBzhlZSaKRjLGQ7REXi9Xs9jHGq1WqI85q9EYY6ATD9bZi1PpcxwD89xOe+fejmC9PMjooImrTc2Cp43Iig6dKBXEXebgsldAO5cqgxz0WjcNi8lMiDCgIICPZcomjkvo3lTRZeXlzEcDqPX68WPfvSjzAEdHx/H2dlZZW7soCLuqG7TTswD0Q2UMO8CAEI3S5rPHWFMU5ZrX+oJn2MNS0PNd7yOpS0sqVvW03aLewHarJ/WHUdbnr/7LuaopD1hqLa3t9MpIUPonlMxJSgr7a2dUklDoovlmPnMbx1BcbBcmXDDGIFQMCoua2WANL4EYc9mszg/P4+9vb2sniKEZY8GzwI5s7P85uYm9vb2sqLl6uoqXr16lWirXq9n9+Td3d0KsvKeIAsWStzr9eLo6CguLi7i8PAwDg8P41e/+lXs7OzEgwcPcoEODw/j5OQkrq6uMhENlVEeZwCtaVrCFWkgQ5AMCNCRhSt2WHD+zsWcEZ3V6/Vs7wOtAB1KcQWKigDyXAswRRR+D/P4INOIW6SOcnnfkE8qRtBBpJubmxml3dzcVGgh7uXuBRgdWnBxAB1jhh5dX1/PPoIR1Wo8kBwVa84NkKdBdomiobbInRhdf+yFLGJYMfSgW6gfDCy5NDaAl52kGV+32015evnyZXZrYT2Hw2GCufl8npE1R8Rvbm7Gixcvskz9D//wD1OHeBb7yjj1mMtVreg9ZxANBoM4Pj7OA/MePXoUm5ubcXR0FM+fP4/vvvuuQj+T+8WWsJ7k0lwO3ul0KrQZ68/eNecgkTevmYEjTpbfl1Gcc+7Qqeic6WHTgY4OHC1jQxx52NHwThQyGGiYWvfZUV4Dpzu4P3u/DOLW19fzSPcnT57EaDSKq6urOD4+ThrQxRB2QsgyuSQ+w9waNBGx8V58D/tOZGZHW17vdVDmmxk0dBgIxwvuXIIRRHlhoFqtVnpsDiMjWQvFxT4kHBKbhR3BvHjxIra2tuLp06fxm9/8JpbLZfzsZz9LxG1HhwBigEF59Mp68uRJ9Pv9ePnyZR7+9tlnn2W0h/BjNLgXBhwHhPFBUKDwQKq8P0rJeTkYdS6jJf7tiAl0ZmVzyO132tjYqBwt4CQx71KWhiKUtJCCSsVB2FktFotssUN+iOgKCsLUSplnxEh7O4KV1/TUYDBIh4wceGMrgIDuGRHxA4VGPqFr3NmZMnzGaYOFbH/Kxee9b4h1QGdMjVrpy+jXxqHT6eSG8W63mw6u3W7n2kPjnp2d5fvTrWFjYyO+/vrr/H/A2MnJSerNn/zJn8SbN2/i6Ogo/vmf/zllGBDRbDZjZ2cnj8UZj8fZfw/j+OX/3xMQZ3d0dJQybSNlFA7AAnHDUqyvr2dPUI5oR0aIvh2F2iGV0Y+jazMO/K1Wq1Ucnp2KaSxkyVSXbSXjwKGaUUB/AGqXl5cVsGmK3e/lMThyYwO15aeMwiIi21dxLNCbN28SHPIdR6Z2LrZFjo6cXzXtbNk13ef3uVdv3qdUtLUxx8yElHRFyUciYDYwvAx5l83NzUpdPZ6WRHu5AM4HUF0ymUxiMpnkOVMnJyfx9u3b2NnZib29vWi322kwQUII0Xg8zt3tJJy3t7fj5OQkzs7Ootvt5n1ZKCIOHFCZMLegYwxRZBbW8xQRiZgZp/eRYRgxPEb891ESZbhdKpERFc8w/WXBs+LSsQKjYufKGBz9Ydwp1Y+4S/j6PV0EYHmxfJlOQG6QA4ADTop3d2GHnSLjMvXI93B2jAV2wOjXivopl2nmkm40hYrDKmmmkjLl/4l0rq+vY3t7O5kCDGFEVNbL74OePnjwIKMpQAwGr9lsxuPHj3PP4X/+53+mQwBcEHmy94qjHogoIiIODg5iY2Mjj1uno8R9lDuXnRN2w5T4YrHIRskGH867lHbERttOy5/x35k/OyX0tJQJ54BZM57BepS0JZ+1XCDP5FJ9L+bFdDx2kX+vrNx18/HF85AXckw+zdt7Km1fTD3bppRzZlrP9Lzngs/YJ7zr+iAMZOJ7vV7elCO7SbLO5/MMDZ1gphy4XPzNzc1otVrRarXi//7v/5JC6fV6yU0bDTCRVB2NRqP47//+73jz5k18//330W63Y2dnJwaDQXS73ZjNZvHXf/3X8Qd/8Afx05/+NH7xi19UChMQ6Pn8tu/f8fFx9Hq9VJyDg4N4/PhxfPPNNzGbzeLx48dxfn4el5eXuf9puVxmB+fF4rbgYnt7OxO7Vgaeg4HAMCOsJQIyn49AsrCmXOfzeWXznf/mhTfl6iiAHxw2OQcclwsqUCRvarZi8gzeF2S9tbWV46S7/eXlZaXdFO8LUuVdXWDC/ivuz9gojkBWMHjkNsl78OOEP3vFONuIaknG6x6OzC9UrinWj7msnBh250cwOhhgZNRGocxjNBqN6HQ6MR6PYzqdRqvVirOzszg7O8v2Qzs7O/H06dPodrsZ4eCIuOdwOIw3b97E8+fPcwPtcrmMV69exdXVVfzyl7+MP/mTP4lnz57FX/3VX+XxHmYIOBrnxYsXWSH3+7//+wkoyCXTUdt6Q0RGFMsaA1Qx1uiD6T0Ao41kxN1eMRfymE7zmthAGqxYng3UDY64HNWYurUucH/WFgeOLWBjuR0LoM7nwnE/aGgiLINaAI9BH5EV42DOcFDe1wQLxtgMEOyg7azs0LAbzFfZCslO3KxNeX30Rl2Hl0Y8zkd58UGFpqMwJI4QzLMinLVaLUuHJ5NJRljeqDmbzaLdbsfXX39dKcHmnX7+85/H1tZW9Pv9eP78eRpQJh+HAdpEedn4i8J1u93KcfArKyvplGmnXyIl01k2qpR2+gA9JzGhTdy52YUV3Kt0aHZICARGzGvl9zOa5jkoM/k+b2bk2SgG48Z5kK9h7C50WSwWeVhkRPWsGQwtishc8j2UxlEGDp/9GYx/MplkvuLq6uoHxRMorJ0B82Jkx1oxL2ym5P1Mn37sZeqV9bRxRLas9MyNkS/38noyNkd2PAsZZ2tGv9/PHCX3YVP8kydPMpoHrNFd45tvvombm5s8uoNcyGQyya0X6+vr8fnnn8fh4WFsbW3F4eFhOhIcEdsnWFtH0gZrnmvPkeWGOeByNM4PulBG2DzHRUReDwMVOzAb4xI4YoD5YS2cGrDu8XmPARngb87dIxfkpEy1lrLgsRhQ2j4YfKL7vpfZGFNzDh5Yk/LnvrXjXXDCJai47/rgRt3SQ9pB1Wq13EOEM3IIaAdVeajoJVAQhgBUcnJyEsPhMFHc27dv4+joKI0ZXSRAyEY9a2tr8cd//Mfx5s2b6PV68fz585xINv7i4MxpN5vN+OKLL+LNmzfx8uXLWF9fj93d3UqHZztUxsa/HWojZBgBaK/yeHgjQHffds7CCJHFNv1RRkxQXKA+Oy6cIpEQ38Mwgcq8r8h0Hu9ZtrmBnnVRiCv7UEQcAEgSGvC+XCXvzT14DwoIcKDkI8hjgnhBg75QKiNr0xdEdxTmgP5KR/mplx0943IU5ogZZ89ams5hLnBGZV7PTgokC8ru9Xr5/kdHR/keP/vZz2J3dzceP36cnctHo1HmQqbTabx48SKm02n86Z/+acrcZDKJ09PT+PbbbzNa29raimfPnsXBwUGlavD8/DwGg0G8efMmnSXjtdMgorVjLqMfG9KSXuJ+pruYc+yEKTfPl0GgQV4ZYSEz993L3SyIvgF9Bo2sHZEWugOobTQalYYFbJ8AYLtRtWlt05CmEA1qTIuXlDM2AvtRAlz7AdapVrtrjGvq2ikAzx/j8MkP77o+WMXHi1EwQTKXyeSFzPsiQLwAfwdFY7AofnDYi+NjvwlJw/l8Hs+ePcuQ2QMmGjK3OplM4vXr19Hv9+Pq6iqd2e7ubrRarXjw4EFu6HOC/vr6Og4ODuJHP/pR0jkOQQnLMYgYarelNwJmQc3t1uv1Sq6AucagO8/FxmKMDethEHCfAJSIqYyivJ+JXBzvhNOwAUdRca70ULu5uckNzXaazWYzDg8PK0bVzsBGFcdNtOx587HfdLG/vr7O6qPz8/Nc+1arlaiceeNvUIwuU2dcrtJiPkvqkw4MfPZ9tMR9F2tS5ldZf29sLgGXo6kSsaJ3VH6x1o74kPF6vZ5y9vOf/zzXazwex7fffhu/+tWv8pgbzmI7PDyMr7/+OhPq//qv/5pFEO12O7a2tuLP/uzP0rANh8P4x3/8x3SMdMSez+fR6/Xi+++/z72IUI3u+blYLJJmdARjpwtFtVzedt1mg7B1wXlw5hC7xN8daSBvjuBhdLA/jgZseJFhwC7AcDqdpoMqqfzS+ZoZorhra2urYn+cdzfA4b7efOsolItnmZrllIb19fX4vd/7vQQQrlLkPj4Trtls5gZsMz6MtdlsVopLWBtsj/Pz94HT1I/3KRULUlJLJZ3nCWBQ7+J6HU7i7EADPuAQmsjCizDft5Oc9+Tn/Pw8aTonvlF8SrtRXhQap8GzHHV4shF27u1cDO/u8Ze0Q/mZksawwnj+PY9EI6YveB+X03N/Ir37QnIXOaRwiA6EroOW9XzbgNKwk78babLu3kRbVj9hYM2hc9no7O3tRaPRyPJ2EB3rc59sOmKMuCuesNG3bPN7OyPmwIr/MZcNIu9jhOlogOf6vUskz3vioLa2tvL30K6ARZz8YnFbZQnIwFiii/49jmV1dTWLHjA4IHfmj+8yL07yo8MYNKI40728G+/PmvuezL0jGObKtGYZWfFdmJcSrdvxo+uMwXposGc76B/bIVPlrlazbJkGI2LjPbFJzKMr6Sy3RE2mRC3rLtyYzWaVYrPZbJZFJo3G7QnMvV6vAvhtx0uQZHtWro/Xlr9ZD7hKZ19eHyySMHeO92ORyssGi0m7jxqczWZZcLC2tlY5Np3PGV17cnEo7mbApEBbXV9fx6tXr/LzLJ4pSxv9iDuECz9aq9UqxtbJSxCbUZ4jE+dbuCzICJWjTRslK4vLS53TwVi7MtGfp8OCDZ25e37nvyOU/M4bG92ok/eniII1azab0e1207H5YEnmajabVfKWbnrrYgsiOhsVAM3q6mo8efIkVldX4z//8z9TmenaTRUalw0Hig4VjHNkXl0GzLguLi6yctBJ6E+5bIBZJ+fg0KuIu6o7Uy+lk8LQMEcrKysxHA5jdfX2zDQqcKfTaQyHw4yczs7OYjweV8722dnZyTJzFzXhKL777rsK9VWr1fK4m8VikUfUQEPZPkyn0zz+hDWwgeeC3iZ3iSyaZirzGqbnuLdzWcw78ldGU/zdJeDoD/rNvbhHeShi+Rnn/XBOZj7K9yYapAJyPp/nPrS1tbVKhTH20IeGWs/Z72UnTgBgdgrQcHNzE0dHR9lElkax4/E4t72UURjjZt7s+LGbzLEdFPbN72GQ8a7ro458d0jaaDQq3KcnB8/PwpeVLyz+YnF7zsj6+nocHh5mO5Pz8/NK7mJ1dTU7jrPQLAJ5KarqMByE1RsbG7nQdh5bW1vpQECTe3t7KUwY4HIsnLvjQwhHo1GiYpA/iNVIA6HkXv1+v+KgmGsrKF0lfHlB3RjXZbamjFg7J8ShrqAmEXRv9i0LI5x8ZYy12l1rJIf9y+Uyu1t7gx65HxsDR3nlxkfoOIMVnOTNzW27FPJlUMXj8Tg/Zwfiggfk8vT0tOLYeDdQ69u3b6PT6VTe2ejcDvBjLiJXimKgwEsjyxqx8RyDg+ywDkQ+r1+/joODg9ja2or/+Z//iVqtFnt7e7n5kmM2ZrPbE26pnLy5uYl2ux2tVis3JyP/OEjTp66khH0gN8KeNEcA9Xo9e+21Wq24uLjI8cFOOD+EsfUeR6N4nEfErSPa3t6OZrMZo9EoHY/XiEpadMEUM+tsnXOkZABiPXVkb7rWVCwFWC7VNzgvoyiMNrJv9mmxWGRE496idrq+HHGaLnaeCFkytVmO8/r6unKUkvNqrMvV1VXWDBCBraysZO6Wn3LMJb1dRmnl9V4tu48O4qW5QHelQWOSQGEgYwwOnZQPDg4q/CmGjwkDHYIWcVbD4TCrY0oaLyKSVnDS3gekme4h6YihB/WXNGUZ7nqxER4iBObESKukvvi3hQMlL6Mb7s39fB6LDa8dEe/mkJv3Jt9WUgIY3pJW5Dn3Jbb9OSuXP09ey3NvqoB7QFs5gvScl+vi7h03NzeVzeOOWj2XjM20mxPmjrj8/1a2+xiE910l5VRGRKZMjNjtaG1MuNdwOMzohF38AD5HIcgWwMB0N3+/uLjIDesk4wE+5XwaIFh30H3PE9F2KSeWVUcjjpr8Yzk1tVTKkQ29wZXn3rSUQTiywvfsYHhn7lWOE5kB7JopKQ2xHSPzUqZG7Kj5Wzluj4n3MXPl5znQYJzoGDS+Uyhe89KJlHSr17LUOZwX9yiZmvddH2wWi+PBAzPxZWTFf0ny8cLu5u0Q+OrqKs7Pz/PcpYODg+j1ehFxRy2gUByoRjnrbDaLV69e5WedzARZMTEgMwokqNa7vr4986Zer8dgMMhS8u3t7ZxgT/rl5WVGgzg0nsEPzo4zq6CkSiPn3A7z2Ww2YzAY5NyT/7KQYrQajUa8efMmGo3b/WM4ae4ZEXmiLO+PkGD819fXs5Qcx79YLPJ+/P/Kym3LEqIWgw9+cJaACw60BBgwB5wzMxqNKtVKCKplxcLOvF1eXsbm5ma02+1YLG4b1D58+DDlEuMAuqX4xREkNHC3203FpC2UO65vbm7GcDjM6MHG77dxUI5QbXRLlO01tvHgs3YSi8UiTk5OYnd3N9tGuW0Wa4ZcsNel0Whkgc9gMMiScufz0DuAHQbHFY2j0SguLi4qHcu3t7dzU7e/h/y6rJoon/kBIMDQIIPz+Twp4FImkKNyXhlrt9tNubBOm8rkvgbZ1muPwQVIBnXMCQVH7Fvy32yUAd+O4lhv3henbgqxXq/nXk7Th8xHrXbXy48f5tEsz/b2do6ZdlifffZZ7O/vx83NTXz33XepE6yF90bBNLAGrhbGDtCSDjqYeWSOKLr4rSMolBG+ksGjyAgLToCIhTJSFpuJcLRlJ8d9LAwYPip+HIY3m7fdzk3/1Gq1SiUdRnh19e4QrkajUQn9bWDLv7EIUB92AFtbW7G+vp4OBUfIv90MNyLSCCLcoE9z5rVaLReR0BlFA/VaMTGa5npJcoNYnTOMqCKyUtlcfs3/8zcMiaMMHDDJedYboWs2m1lV54IQAAxO2RQwn+HZKLPzPjjVRuO279vPf/7z+Jd/+ZcYDAbZAwx5QIGZJ/KYEXfVRqakeAeMA47t7du32SdyfX09jfunXO4gwBqVKBr597tH/BBdl1QQsgQ4c/4KgOFtB6ZtDCTMYlgPrEvQ+W/fvs08MlVlyIqjFwMZI2tsA/PCvQFMfIY1QV6QU7MF6IRztLx3idRLR4B+3xcpm7YC9PJeMAKm2k0BoiOs433NlG0f7fgpUqBLCDYBJ3BfiTg/jm4jfngihZkmqNCjo6NYLBbx7NmzePLkSaysrOQ2BMbJ+npvJJe7nVuOrVPuRFOCLd+rvD5IpPMQqJby4TwU48UD/eNQlMtKYCdjASCn5LJ2LiIARwlOviPM9PVzchOaCWFCYcsEK/f1XPj7KBUGhLkgSjGt6UQl13K5rCBKI3jfkwQvBotnRkRFyJmLer1e2SLgKMX0jekSPsfvbUzeRRswb86ZMXavN/e3wL9rng16/DcbZ56xtrYW3W435bOMdFzgwVhtIHEYZUEFf7chcT4ShPsp133jNYgpaXOciQGcaRr/8FmKPjA+6Az/JUdS6iLvwf3LH+5FBG5gh8Gz7pfGnrFZBi1HBiI4DH+ujCodkdn4lvLK//tdPMeO0mAZrFd8nvt5A64r4t5F+XmcZcRtx4gMMM8cpWKanXydc0yWgZIu5bvlWjMej5lTqCMiWq1WMiKeAz5bOnHba9OQ99n0MvI0gH/X9V4HhVCYJvAx4SAbBIbPOHz2/iY+D/KgWgf6x8UOGGtv4vThhj5k0IMmJ0GUxV4CUymMaTAYJLrh/UH9UHksDK1h1tbWssLMSuNCDt7HiJIWP9CDOCcikNlslhHbeDyuNLnl/W3EoEG4T4lYLfxlpIbwW5l4BzdcZQNsmUvz3g4uHCRNS5vNZkY6rJm/bzrC72Thd9RTFmTcF5EsFotEn+vr6+lIoJoi7oz/ZDKJzc3NrH5DyaimovCCaArk/ubNm0ohz8devB+NaXkX3h/ZL9cGPUQ2bGT5O0e+U7hAQQQJb8YGkoV6qddvC0qur68zErIzI7KBiprNZjEej/NdkXUfFMp8o1PIlIt30BnLqatn6ePHeyMnrDc6ZfoK+QV84VBdOOSj4l1u7ZywmSE+C1WKvjqK5++muJBNNn0bOAEW0RWcXlnUZLvDPJZX6ZwZg4sh/O7+HHPkzb3kMLe2tip7nnxGmtcEm2q5xC84ep1Op5UqRfY7slfKBTTl9cEIiskpoyQGy8s5amDBS2Ra5qrevn0b5+fn2WIIwUdBGCBUC0bn+vo6K+E2NzcrSVWMGRVacOm8DxU2RnsO520kTKsZvfL//luJplAchI4D5CiTdoTp+UHJuSe9CN35wdEilAvPctiPccDIY+QYH2O6D0maUi2RvjcV8s6OlEGbrtZiTZxE9zsY7TqxbUPhknSUnjO7ut1uVk8io1BTVh7TwawZ84MzZg5MZ6LIyJWd88dcJSAwsuY9yRuZfmRujVgtj8wBvfjoVYlBgFpZWVnJTuMuJOp2u9nl3GdEUXZuWY2ILIpgCwFjM7VnlG0WwPJtdM1nDUyQybJAgM+WBrucG+SJ7iKWY8uUAQ6Xo1Q7EmSb9UIGHK0D2Im6LWPWk1qt2sigbIDAvbFBHq+pfkfLLhDi3nbsDiIA5szFfD7PzdnUBCCPzv3BOjFmA/4SSNgWYdsdiXkc77o+ah8Ug2HyyuovXthhPhcTDS9qoxYRMRgM0mhHxA/uGxFJJezt7WVUM5lMkuIxRQC6dWcDO1Yb85I2LKk675C+jyawgJt+sEL7HCUvph2hlbU0+AgWgsJnQfQRdzvdPX+MBcVAcRwN2wDzTEegHnv5OVM9vhwZUeLPmPnxxkXuX9LFXhMrP3Qp8wRX32634/LysgIUkAXncvihUzlrZ4dgCoL5RgGJbP2OH3MZeZbgptG4O0rdgMXvU9LDjgjfvn0b0+k0Dg4OshLv8PAwIqonw3ojPACMBrNE6zhrnBO0HvpI5Z7PBeMdzGxYXwAaGFQX/CCrpp2QK7cHKunRMpr030yRU1jjNTa6516lDPvfRCSMrwQvfCYiEgzbvmCs0WM7FBdFWE8YbylnJcBh/u6j5HlOSVsSHCAT2KN+v58M0s7OToxGoyx48nwYVCCL6Irthu2hGy472rOs3Hd9VJl5aWDYlMehZ/yXh7Xb7bi6usp9EAiiw3H+C93TbDZjd3e30i2cCMkVdOR9UCDCY1Bfu93OggijFy6UY2NjIyebCNE732m9Q/IYBQRRNhp3h7OZQqvX65UIiOivXq9nAhiKkL0oZRTkgxt9ThaH7LH/g/ngHCAnwS0YGDpvLnZOcXd3N/dFkV8DcJia4n6sWbfbzUaxzC2CyJhwBKb4TD9CI3GoIsba+7QAEVABjHVlZSW63W5WgiJvKysrMR6PKyiP+UAxveHclZYlj46MOI/HWD/lcgTlwhEMF+XdFDXw7nzOG85JVLNO7Hn6nd/5nTRonU4nIiK7qRh0sRew2+1Gp9NJio7Ch3q9Hp1OJ3W21+ulUUEPy71mrEsZgVvvy7wJDs9OCdrPRs3GF70i/+wIk7EDwphr5slshH9vOhXHW1KKpdy5w40jSO+tQ+YMkLyFhpTJzc1N2izsWETkMUIek+eZ9fR88y7YWHSatXPOMOJua8bV1VU8f/48ut1utNvtaLfbMRwOszrTqR5sn8Eg1LpZCjt2InlAMD4BXXzX9VHdzBEy/o3BxPvyY6FzpMQAHXrbeSyXy6QUXGUWEZVncELjfK6HuwsAACAASURBVD5Pum84HKbndtdpFisicvOf8yvOd9hpIoCLxV2DU9OOKIbpGisW72dUUKJPUD3O0YJsZfEYarVa5XRdVwWhVI5IfIibFQyqwry7KQXTa15TFAKjarRfoj3mkXvftycNgbcTZN2cazJ6K6vCcDgApJIucqTI+AEajI33LRFxRHW7gynb34bisywwPhsuDKbROGO2gfY8mDmw4UQPmBdkgSa0JdVFPzvKjzGQ0HkuT7ej9bxikO1sWF8KfIz+GZMjQ8ZkebV+OTJAn8028DfTWV5Ty6TlxE7Vpd9lVIcx533o8IDeRkTmnQCYrA3v6JOlKSzy+zgNcnNzU2k0wH1cYl5Sk/4+OuqIi9+hq86ZU/69XN72tcSZen2YZ++Vcg9IHCVyzTPxJc558bv3sREf7GbOy4F0oALY6Y9x44UJq5kYGzNe3tEQRRfc8+bm7kRJuF6onVarlZ0iNjc3YzQaxdnZWRwcHESz2cy8ghcDA8V5P24iyuTbmdKcsV6vZ6t7lG0+n2dEZAdl58X5TAinhQNqhIPlIu4a8jLHKCHK5PvQVYMcDFERBoh1qNVqSXdRrIATxpCX9JwjToTLDpJ3wbCjKLwv70hSF4OP0TSl5rJunmdHUu6p4Nnm8g2aMMoACSuq14l5WSwW2YzYEbSpJgCKjQwK5s3Bv83FvFsnDBzY9uB8hNeCCOI+h8BZa7wne8aWy2VMJpMKMOFqtVoxHo/j+vq2UTLts6ALXVLvuWJ+HKkQSVAsxRz7eG9HWkRLptdxiEbozL8dlPfrOSK3DJBawKFxX9bA0QEgmbm2Qy8jQaKfMteMfPFsF08BGGAhaEZNLgi9YrwAfacrsBP8DdvDHDAm5tL7Vv036x12cDKZZLFKu91OZ+3v8v8rK3fVhgAi5IDP3hcpY7ewH9ied10fpPjMEc7n8zwIrSzLxinN5/OkaKbTaWWAREIIAH/nPvRSIxKxILPHBeGDhrNDMC+PZ242mzEejyMiKpwvShMRP9ica5TiCpiIqGz8xCmz6CBOUI8NJRyzHTmIHueGkF5fX1c2HDOvp6enqUyDwSCfi+FioXGuCDVChyFgHZzk5ffQmbR8urm5iclkkqG+0TkGu9ls5nk/FxcXeRJxp9NJpGh6wsljWsIAHBByI1OcEujTNOLOzk7SJRgjqBYU3iiz1WpVInsAEeMwrWaFxilaRj/lojqq2+1WFJ757/V6uU44T8ZaFhs5quJd19fXM49FnmRtbS12d3fzbDXWq9FoZKEDUdP29nZsbGzE3t5e1Ov1ODs7S0PoaMIsBJSO6XI7JesmJ/W6o0Sz2ax0CufdoDAxZjbAZRRWVgxjcO3A7dS4B30EHZ2Ry+NdzJagM94KgvN3TtYFCaydK4mpXIuInGtkHue5srKSQNwRIWtmIGrGxXlcxsX3y6jRTgEbTvVts3nXU9NBip+BzhB5AQKIqiLu0im8L/MGfW9G4l3Xex0UikBozwP4PS9iNMv/832Hz1bMkgs1OjJCBCVYIeF4yanw/+WmtNJxRdwlq1EC7m2aywtpvpj/R1mZFxTCF47GmxsRYpwfTov5c6GIUSUXCNBJXubNwuPvMDb+TglsmVMx6uT5CBxhP8LEPeD1ycvZ6dtx2pjZKZbCbzDEvx2tOrrxOlumbMj8GZyV15l5MhNgkFNSmcwR9/uUyzkZxhdRbftiY2KqpgQg91GDBh5E+6bZIqqVqQAAEDZ6hMG3cbdhL50E97V+GwRar8vIzevMWAA7pnFLR8PYvZamkfzDfAJqeabpKtNhrI+N64fWvHxXvy/6QtTmDfQAIuaId3CptunL8t62S7yb9cb/73/7fr4/z/Qc22bz47SDI3vbGv4fPbR9Kd/lfdcHWx2BGuhoQLdblJ1FdUcA6vidSOOzoA08LpQTBh40bQTtSYPOIUoj98R5T2Xn3ojbEBQEUqvVct8HxQiE947QvOArKyuV+zIOUwoeP4bFKGMymVSaVtIA8r5Du6A5cGIkXnkmiM7oDgPjUza5J0ap0WhkMQuUx3K5rBz/7dZH0+k0o1k2PLdarQpVi4NCmAEeoGWoPSJOkLRzjyi5Bbo0jp5X047MJ/k9KBN/1jIKvcjfarVa7O/v570iIpE0l52rQdKnXKwfR54D2qC4ORsJNsLGE9llXxrImo3oRDlG4QAwG0lAFUwCRRFE67ASzA20Y1nKjE6wrldXV1meXKvVsjmtkbv1ysDW9yXqJ4pBRhmbGRjWwMUKBi92hsw1RRLItBP/yAnrOpvNKkfuuLMI40COidyQH2SEjjNmJc7Pz+Orr77KaNd2gagCR0oBEjbOBp5nuNLR+XdfpSMw6DbwNsgBzMBamFkqqUPWp9FoVGyJmRBYAO8tNXh81/XBAwtZzHq9/gNk1O/38wFGKqXXt6KRx2HSOGeGgdj4lIjdkRx5DYwm7YEIfR3ROLnLs1ioev2uS7YpMCfzEOaISCMHn+qFZ4F4NvQiSJbc2mKxyOQz1Vs4I+aR//e8Q4ldXFxkq6fJZJJAAAN4fX17BAPOJKJ6BDhjRamcbMUwACIibo0nR337AEVaS9lBo4w4OB8EiYLjtKAuLKh+H4MTZIj14e8oCt/3XiJH1iWocLTPnJibxyixzqxbGWl87MV3qT4tKWBkFGdQRon8PeKuXRQyBRWN8YAmIyeKXFrOOa59NBol3UWhA98rdbFWq2XZNps5eT82NrPGrCvyx3qbmkLeATbIjyM+o3b+Bi3Ohdxgh+wYHVGwduiKDTLP4H0xxmw8p7DJtss5QcaEbWo2m9HpdBKsUcz12Wef5eZ8OpUbqCMrONR+v59yTAk7URj2EbvpqM/sEc7bwIw1xb4AOgAuFJaxt5BnYdu4vxkq04u2sZZNs1vOvb3req+DKpFqfkkVINzcCV0+W4bbRjoM0F7ZQgaycYsi86rm3kH3DNwGs5wAFtP3KOmuUvBtLMoQ2wvFd4z6iRT9fcrMje4dNvtdzL+jWKBAhLIsqPD88nuPyWtTKjZKyWZmlJgEMrw0SuR1Zz4RYqOnMvpxXsDyZUcU8cMEqiMLZMfKCpr1OnHxTCN4UxbIvOfD3ympkk+5eFb5ff+XZ98XxXvtPAZQt+fQOQyXTZftwZxrJZoFmHivmg2QZZF7u0rT62xwyjhKepXfA0ru08dyrpD9cm7uo7I8j34Py395+Z6lUX2XLSgNr88aw94AGoleYCuYUy7GDxPAmjhSQQbsXK1DngczLZZtOzCcMwEJTtSfR7a4t/XiPlvp55T0533ret/1wWaxRBOj0Sgnkl3qtP1hcHSrBn3xe4eNTGr5HLc6MVdM193F4vYcJd5nuVzmeVJU8XmfDJOJ0UJIQAskraFVMHIs0PX1dQXtotimMyPulBzjzp6GiDsD/fbt25hMJhkJnp6e/mDhjZzZhAxdCnXjBR0Oh/l9NgEzDsaGgrgvn42uE8kgp9FolFHIl19+GbVaLfshGvkjdJubmxlVIewozM3NTQwGg1hbW8vDKHHQGCJkwQ4ROtB0FE4YQ0CEYFTe7XZjOBzG5eVl7O3t5VqZEuMdoDHn83mMRqNsKUXU1Gjc7g+LiCxa4X0wLJ9ysQ7kVxi/k8ooMOiVKBAjxXeIePwZJ983Njai3+/HaDRKBI4uEEViKF0YsLW1lfNnYwPV531JtVotI/X9/f2kBj2vjlJsEL2WZV6NaM85NHSZz1GhWkZJGPQyr8K7UI3I+pfGlTww+oD+M6blcpmVvUSAJYjAEdFdHjD62WefZTRPtZy3pAAOoJMZc6vViuvr6zg/P89Iju04ZiPQEeeNzFI4j+goEsCJXZ5Op7G+vp42FbaAd2u322mP7YyIak3BOlfu4AQAhkz/1kUS8IlsbDPXj0FHKBBQWglx8XmqTxAyBGM4HEa/349+vx/T6TQnE6cGnbZYLLIqbD6/LYNkUUwbIDAggB8MWEpOvoIFx5HZAJsaQghLKpPqsRJtulrPNIAjHTZBovBw+nynpCGsEFAWPBfaiXshJCVPbUfHszmfC6HvdDq5leDg4KBygB5jhNaBuvK4I+5a8kdExXFhbECSKDbfN7I1KkSp2ftE8pn78gy+Z6oShTC15gjaVVc3NzeV/mObm5u5XjgLR10fc3kcyIKpRUBGrVbLqlOqQZEhMwKOrLnH+fl5RrkcocFpwMvlMunkiNtqRmgjovLLy8sYDofpiBinn2fHiHwhbzgPHBNrQnGPZZc1c4TL5ZL1MnpEvqwXGE87KCP2MiItGQvrJvqJLuFEeAbrYANMvoWKvdlsFqPRKI+ZMCVM/huQxvOWy2VS/kS7GO/F4vbcL5wRThS7ZJbCUQvz5UjKAIO5tO6ybcVrxfe8LQg5LFkBb2/hWfX63ZYdbCbPNnV93/XBZrEsADw+htiJU4xlmUvBS9/c3OQeJCYUZ0VOZTQaVegHjAf353cOQXFQPNvhOmixpFa4Z9n3CkRSKhH3tYNCqUw3miqzkfXvLTAsEBSVe545D2P6zI4dgfACl1QMl2lEjIKjFdA9RRucRkyejxNX+T5K6l6FGPMyUWsnj0G1I7kvz+Hfm5axgSwVjc9wmb406PAcuYkwtBbzTIk0dI3f9z5a6EMXY4ee8fshC8wdoMul8nzfBthUOkZsubzNDVKEY/Ts/WVuB4ZeTyaTGA6HsVgsKoUmdsq8g6trLcvYBzvOUg/L9XEkE3G3z4vnWW/4t2XG74OMoM/zebWnZknb+V7Wb/TRcs88ARztDMiVr6+vx2QyyTwhrBJrgQMoi6qc88IJbG1t5XsAoACDtpNeh/scFGMzDXnfGrCOzvGV9LbPwSvvX69XG2z7926ubOAQEe/dsvFeB8XDMFQsEh7chtt0CuiAiVhZWcmkvg1vvV6PBw8eRK1Wi9evX8fTp08T8Rul4lSg6xBeqCgGzWJFRLbWMGonIoyIivB7nIwRxxERGV0RQVL9x+IgNNAA4/E4VldvD+rq9XoZQbpCCAXiPlRpsagWgJLTt3GmGGE+n1fQS6vVyvGxXjgkktvM4fHxcYbnz549q/TnAhmWDty5Po4JB3nSmWA4HOb4er1etsUiQjTd43wVrXcwOvflslzsgqE9PDxMStU5ShAic3p9fZ0NUldWVnI+arXbCjQ7tJubmzg6Oqqg1na7nYjwUy4MmalsNlGjG41GI48QAZEul8t8TzvpEhC9fPkyDg4OMh/njZaWddM19fpt1WC/34/Xr19XcoOOLnjuxsZGrgPROP3a0E0uI3b+35ENVaCl80BGbm5ukj72FgucBLJBNSJtmtAz9AC5xW7wXuiZ7RGNAXgurBDr47VEf9vtdhZM9fv92N7ejr29vfjiiy/i5uZ2HyE/g8EgbRA2crFYZNRMQ19YD/YjUWDlwpKyotGRD4wHMswz0efywrbQTg2qtd1uVyofXRiG7Jly5flOg5hVgRXj85eXl5WDWsvrvQ4K42IUy+8cJdRqtUreid+XuRp/zwnhiLschJEuBoSJMKdJ9OT78h0mwjw2C2NjZcWxI4AuY6HgYAmpmXQjC6Msh7/leE1tOCeAoNbr9XvpSef0UNQSLYFuarVaGmlQpVEqxp+d8CS5KfWFK8dgWgbccJR5cHSAAKK8nh8iFKJxhNZoG7kpUSCft7Mq+XYMk6N4LgwKskXlI7IC2MJpMh6P3c7xUy8bI1Nb1hk7B0fFjqJMTZWXN9+604hlmznGUZXzzzgN+EyRuUqWeWNeWRvGZjBVUrA8h/UofyyTOAfPGeMxu+JuN1wAK9bNzENZ1MMaATJNU5m24rtmYQDEGxsbmZe9vLyMyWQSvV4vJpNJJTpy/hXZtT0DeLZarajX65XcPnluN/ctgYQjXANa0322e6yLi2QYoys6LX/IgmXEtDNzA3gxoI+ICmB4p9688y8RKRzlzYkUELDFYpELxIuZtuDfJYWzWNzt+HeJtYXWjsZokEIGGxAbLDtXCxK73ksDiHDwTm7qaEHyoiLMjId78OzSKXkxGIcdNUaSSM/Cg9DxPY+V/0IB1Gq17PnHM5x7wUDhoKxUtJwiYvY4LBMIquWAueIzXgOMF7KDI3I+ivkx3eVnkA8wtWpDbcNkB2VQxUX5O/LKcyj8IWqxc2DtXEX2sZeNvHWhpE09D4vFotKaq6TEeGdHey7UsXHmcjTh3/t+Bnz8l2fglAwu+DF4KB2P3992wMYT+QG8mTLGuUTcVQ+baXCRiEGkK4SJvLAF3N8FGoAIckgAMow1uoqcs67k93Z3d7Mrx3g8jn6/H6enp0nxsfZ2zhFR6fHHXGJ72T/IWLADOAhYLSI95MXzayBnu2ObgHw4bwt7YsfJfVgbF6yYYXFggNwYwKNH1svy+uBGXSYUgUaZWGBCUfIUhKVQTix4RLWZqAeMoLDREiRcr1dr/vv9fgWxE0mYB2VfCO+7XC4ztwIPyj2YPDs+Fg0hmM/neWAdRpLiAKNsF1lQhce9eA7CTLsk6BveE7qDHl04YhsXDANdjiMiKUfmuMwNMB5XnzkX+PTp0x+gXXe+MCpaLBbZ5Xg6naYz590Y8+rqaqV34OvXr9PxLRaLpN445p7o0EYR5SDqKh02844T6ff7sbm5GU+ePKm8P9H5ysrtgX0kqpEJU2EktamU4/3Jn3rvz6dcHht6UEZDzDXv5I2yGBUbi4i7hrbMGfmz7e3tNAasualaIiyKmgAq6Lf7DQIEXRiAXtlJlE7bztO5CQCDjZxpKzrTI7NEEIzbdCdRHbbITsesBvpl+wGlx/tNJpOsbkRO3XGGSk++S77m8vIyHj16FN1uN/saEjVhEwDJjH11dTX29vYq0TPOgrmczWYxHA6zp+LDhw9jsbitZmauaFjAs4iizXLwWQMSbCc0/XK5TJ1cW1vLIhuflO2tO+iso7VG467CFFsJNYkfIDIz6HF+6gd68z6lspEvBa80SKBNFCGiioqNdLknn8dhDYfDaLVasb+/X0lyGkVxGXnhJHlnV9ugWGW0UXLjfNaKZK61RNFWQJAvi4Cg8b4YfITUc4ijdKmlabkyiuA92LRoysIVjzzXyNVRGPw8SmeBYW1tcIzIUAKMIHLg6LfZvG3ei7IAdoywnY8x4mZeLUNlNF1SXyBk3gPHZbrV92G+kTHWZTKZVAyno2uilPvotU+5HK1Yjh0J8xkAiekaxgEVZkMENdTpdLLc2dV7zBVr7ObHzk9wL7MFRuFmD3zfcpwl+PPniERwWsiZcxQYN+d8DXRhHayDPMs/5Xz7s8gh8+00hQGmaVr0qtFo5Mnd5Iomk0nmkUyFIYPkrL0518/gHXgGkenm5mbK5fX1dW6PQPfLVk5eK+a2TMM46Li5uUmA5gjrvmgdG8U6lJQ0c8e72S668I37vut6r4NyyxULHZMGmjEHaYPAoO2QHHabMpvP53FychK1Wi2+/PLLbAHiiI1BsugIHMdQG1F7sRB4o1dPPAiHUJ3xggwRCBbCBt+UhHNezJ+NhqkTF0qA2JgrKLKIqBxBwvgWi0WlTRPzjhNA8EA9DtcZT7PZjP39/Uo0iLCYwkWZuW+j0chKJNaEPAeK6BZZdDJot9txenpaafVjxG5Hb0PHGtixgcJwSigdebd6vZ5bIdyf0dE60YRltdFoxNHRUb4baND3pQDmvkTz+y7Pr3NbyA8Id7lc5ploGCvae5kaw7j7+AbmZjQaxdOnT/MgRygbO3WiE2Q/4s5IAtSgpTCCZhg8fgCcc0LWMTtWg0eAgmk2KnSh1NiG4bZprqxkb1NZWcf88h5mTcx+MG5ACqCSeajXb5vCMjfs13Trt8PDw2QRer1e9Pv9mEwmKUfeOzWf3zbTXl9fzzO7arVatmujmAI9HwwGuVa7u7vRarXi8PAw/ud//idOT0+j3W6nHMDAUExmkMvcG8w4Io+IBJO2kZ5T5gzZs4Oz7WKuAR7Qj86XRdydWvA+uvyDFB8PQwAxDhG3BtgnxhplXF1dZRWX0cNyucxFjrjLBdRqtUq7FPhUG08MVK1WyyPiacjqd0D4uQhN3UXbimTUBUqnFxtK5IhuMBjEysrtYXkoAULOHPFf99AC4SPsGxsbuTGWfTc4L+YH50C1HFeJfvgd83x2dpbGFxCBwPLuZZEA7+iSYSItum1H3LZoGY/H8Zvf/CYeP34cjx8/TrqPyjCcDfttMMy0QoLGZIyM01GhDUVp+Jh395WbzWbR7/fj+vo6qxhxXNxjNBrFcrnMXmjIuY0Vhpxu+yg872O0+rEXa2GwZmYBwx1x13ILQ1Cr1So6w/vaeECDAUoMIH2oHc6HSJju8ysrK9k+6fr6OlvzsFGV92H+TfGYZXEBj1kJGyWcrXPbJPwpDGDeXcV3H6vghtHo6MrKShYaATCQZ4Og+XyelD2OsnTCgFOqLYkm19bWYm9vL2VhNBrFZDKJs7Oz3JhOdR9Utu0jTsUUIM7G84LDOj4+juPj4zg/P4+vv/46Dg8PY3NzM16/fh2tVit2dnZSt8wIEJmSqnAAEVHtjoHuUzjFehAF2U4AoKgWdXoCPUGuZ7NZjMfjXB+D0f+nIon7PJsNhaMnG0o/tERQLLCNuAfE7zDSTGDJdZbPBCG7lxeLUEZ4NoB+R97D5aRGXhFRKeXk76YES0OEU75Pcf1eODfnYPg9guQxQdX59w7LncwEzYBKfdhk+X02S5PLAGwQ0UJhuEIJJV5bW0shJ2eDwYduurm5ieFwmPQSn+GdLR8uUCkpG9MNyNrm5mY2uMWwWxl5lufD9CPGivvikPlO6Sg/5eIdkWfLZbmOpp6JtpyvwsDhfJyb4T1d7m0n5mMfXO0I8i7BGjLoe0TcVeUaJJX65cS4ETjGqQQiOFcu7Avjdw6kpAzNalAObTth5sbz6jV3fs3zRqRBBE5ES8k9FbGAaoCaOz9AnZWVgW6My/r43bvdbpbxv3nzJsEDYI9xAQKc22cNzASV8lhSeNhexomjYs7vK5KwLnldTK3y/JImLhm68nqvg5pMJinMHiyOotPpZCWLk/lMDhMNEur1ejGfz/N47+vr6wxTO51OFkRQ6AD6xYiMx+OsMvOA8egUWWDgmMwHDx7kJDiv4GiKyYYjNhVzdXUVe3t7cX19Hb1er5JgRImdUHYERJK30+lUjBsC4lNyaSe1vr4e7XY7hQNDBBoE+eI4UVAq98yxMxdEqDs7O1miymcd+R0dHaUhPj8/j8vLy5hOp3FwcBDL5TK++eabFKp2ux0nJyfx61//OjqdTirg7u5udLvd+Oqrr/LwPBB6RGRHiNPT0/ybqwNtLNzpAGNhIxYRuXflyy+/rKwtc4CCgzRZJ6i6er0eJycncXZ2Fr/7u7+bin50dJSI3MAAefuUi3HBEDQajWQMyhwBTtdRVUS12pA1hElwaX6tdtuNwvfF6LABm+j/+vo6jo+Pc33cFspVWowfmTSIjPihoYuIChigUAXGpNm8OxY9IhLcYEcw7OiEwbKBlWWCf0P74kgAl/weAAXIIoJkLfw8jC1j3tnZiU6nU2mD1ev1YjAYZIeT3d3dODg4SGoQ+4c+wgpB56IP6F273U6KmTOnvvrqq/jVr34Vr169iufPn8f+/n50Op1otVoxn8+j1+vF/v5+BgF0heEASwM2g96yeAL6fn19PWsBTk5OUv8ALjhnLuwe7cKwxTguomZXKwIk3td4+b0OysgeR2ROv+Se8ZoWaCYEbhl+mfOceHEmbLFYZOUKyJzBf/fdd8mrb29vJ3JhMXZ2dvL+IOnZbJZ98CgiMOVWq9WyYgdHaPrFSBB0j+PDmRGZUHDg+XOi08UaXKATFMSLZyRn9M7fQYcYoHchHbpDbG9vJ43A+zPWy8vLuLi4iOFwmE4QmrDZbMY333wTV1dXcX5+ng4aZ8Y7826TySQPyfvss8+i0+nkaceUsvt7yAzj934WHIFzFpSCY/C5dnZ24vXr15UIwlRNSYkyryDS/f39jJABUtBF5GsAFJ8aSXmsPrXVFVdU7oHsXalWzrG/53lg3QeDQRpo9t9cX19n3zwisK2trTw+h56Ri8UiWq1W5Rh48lGmwewkWCPWBt3EVhD9GHWbrWA+3KgY4BER+VyAGPphBx9R3fZAOoG5c3LekbjzuzhdGAHekUave3t7uZfy/Pw8ptNp2qvt7e3Y39+PR48e5WGE1glygegf60JkNxqNIiKS/tvY2IiHDx+ms+Ke5CjPz88zzzuZTOLhw4e53owHOhPbUNKXpv+RH2wuB1geHR1V8rwApxKQ2B84unblXgm6cN7vuj54oi4TzP8TLvI7nIer0EyB8f+uzkEJSZ67CICIBQfl5N5wOEzvT87HyUCXqJtqMyrkQthLug9nZOVnYXm2jQXPAhXCpZv2Y3x2MMyR7+P5tjFlwcvL1AcGw0aMd0fYXR3lfTA4caqPOPum3+9HrVaLVquVTURpHAv1h6HjfTEEOG9yAWW06bHy7iguQMDrUtJ9zI0rAcmhcA9X8pkK5L68L8aTs6pYd+/FYf1cDPMpl5UZueBivR05lnSJZdW/Lze48wzylZ1Op7I2vAsRB2AD44Nj994x1u0+arKUu5KS83rxb9OBdi6m95ErPsfzWC/nM3zfkiI3MLBDLY0q8oKBdWSIIySnBHCeTqfpLOi7t7e3l1EWIIMSdtqJMd+AAebOuUP2Ps1ms+h0OnFwcJAyvr29HYPBIK6urrKSlkIePlP2MSwLWJh7U6ZOS2DT6S0Io2UK0ZdTEsy155X3KNcGcP+u64NFEnZKDBDhXltbi5OTkzxThgjCGypBGywM0RP7UTBoKysrmc+IiDg4OIhGo5ELYbSJAiG0+/v7Ff50sVgkxQEqR4Dx5iR/I+6oE4+xjADN7ZtLxlB4U7PPEXJFDWMj+c5cWhFZbMYHAjQ6oToIapXWUnt7ezEcDnO+Wq1WVv1ApZn6JBSn6/VwOIxvv/02HSol11BkzBUG5N4ayAAAIABJREFUz8aTcbiT+3Q6je+//z56vV42LXXRS8RdFAdqrNfrmRiPqJZX4/igBgAfUHVw5tBQJIyJWLwFYWNjI1Etz10ub1sybW1txYMHD9KokHRmTeD8P+UiAkCWVldXo9Vq5RwCMqDrkOMSwECN0Tj0/Pw8DT6yZplg7xl6Uq/XYzKZZPsm9ID8IlVYg8EgAVfEncMvc1Y2bLwj62sjieH1ejrnyNivrq5iPB5njgf5h/LjuRwnYhnydg1vnSCiMMgjoiAvSid/R1kAhvX19aTtKP7q9Xo5F7u7uznP3W43KbqTk5M4Pz+P8/PzLM6JuDtnD5aHdcY+MpbNzc2k2yiGIOqdTCYRETEej/M+yHq3283nAa6Qe+SN6tqypJw1Rcfq9dv9pyVtPp/fbf+B6XBh1cbGRkyn09RrgJ9b5pGm+K0dFJVWIAY8q+kWKDWjMRsSXoIBkcNCCTHm/j4om39TmfX06dNKZ3R4cpS+LI7wv504LC8nX00NOXI07Wdemnc1KuQ7RBqm+UAmKEy73c7PE+r6O6ZAXXpsVMu4MbgRkdVD0FQIlSM3l/GPRqM4OjrKsl3mA7rJSst6mtdm7WyobMBwGIvFIg0fdA2gxu2ljHxZB5QIxwyNxLwDdrg34+QdvIcJ+sk5FuZ7dXW1QqGBgskbmW792MvvHnFrVE1ll0UQvDtG1kjXhh5ghHzznVarlTkKOv8fHh5mCfRkMsl1ACXbiPEujJ8kviMhwKspPkdIXIybcQH6kD3G5hQC32NsMCvcC9nyd5kzr7kBpvXUhpkuOO7Oj8N8+/Zt7OzspKF3XhLnPZ/fHcIKcBqNRvH8+fMYj8cxmUwq0QTr5KjOjpvxGTg7ijHbgeOnfyEVuqwpfTLNyKAr/BvQ6SNvuFdEpD5hWxxtOnrHFjInFJ8wvuVymeX3yIH1+77rg1V8eE48pI/eIDfFgB0yIrBUtrDgRvGz2d1OcSIy0wX8nh3NP/7xj6Pf71eajZJ0RqARUFMHpVOxIWXxGZMrBe3QHLoyucwN71KG0ESGKysrWaaKciBYJDkx0NyH8B8Uwz35O2PgHUFFjMs5MX8WAUNxMXYXFxfR7/czQrMgO7dV0jnMBQbDRsNRLsYGgUfBieKcayICcgRBlBUROZ8gNowCCtNsNlPZbLgASRGREUbpvFEqUxgGQDagn3J5zngXnF65lqapGYNZDOSopFcdJYDoASlEAaPRKCMm5td5yVL3cFD8njV0ot20ZenckAlXeSFTzClrZlDjeWNcgAaDYu5tZG+qzLSUv2NZRb4BJ8z1YDCIm5ubLPaazW6P0SA1AQU3nU7TjrmY6dWrV0kBYl9cLo/tLIEtqQo7KQM2ChnIK1Ihe3l5mRWD6+vr+V7WIztpnktaAnAacZe6IRAg6jPDZLrO0RW2FjDH/AJSywbBv7WDotpuOBxmB+f5fF5BDmdnZ3F5eRmff/55olRXy9g48XsciveTLJfLOD09jclkEufn57G9vR27u7u5KLPZLN68eZMIAWMMveOQmVASJbgvSW7kAifMRCNgJfpm0hEk8/o0c+QI9lqtVqnOwbhhVHDQvDsRyWKxSDRGJMp7EA2h/CQ06cDtXBPnyaCUl5eXcX5+nkLHkRocbscYS8SOsXFLmBJM2HjzDlAy+/v70W634/PPP4/RaJRgg4KJ8Xicyfn9/f2cGzsmZA1jXa/XM6FMa5r5fF45DHAwGKRyGd3awTiq47449Y2Njcx5ujM8yvupVXzT6TQNCiCAdlXL5W3hBN0HoO+YR4MkLhDs1dVVGiIX6OD8qdCD8aBwAgoTo0S1l4/o4H0wMBgZJ/uRQxyM9cbOtZw/ACtjNBvhjfXIunNaljs3SMY44szq9XrlcD+/BxTX6upqHB4exvr6elZEIheAx4hI5gZnToSCY2MuyQmRo3JOc2VlJavyeE9vt2G+XAwERQZ1yBpE3B7H8erVq4i4ZVfo0F+r1fL0iLOzswrY4BmAOu9LY/2wo9g87Bf0L3rCvJNGIS1AnowjkUxlmkLFab+v+fIHiyRs2HkJXs6VLk4uOsnoKhpeEJRCmM2icEgeDV1pw8ICDgaD3JkNgsbIIxRMGkiVyUWp3xXtgGzImWGMS1RnJAyyKsdtGg20YCrGBQp81uWe5AUQYjtC0xI+ZgBB4TuuRkII/PuIqJwmDPLiue4+4dC9pKDKi3UlgqNysNls5qm0p6en+R5EeBRmIAtWYp5L9O69IpZNNj6CJMlbctlwOl/B+oNK3ZEDgIIcs5bvOhDzXRdGyjSZ34l5K6nocpOtDZtpZ+SQ8WCocGIrKytplKmgNeIvHQHUvJ0jIAon5bGhU9Z1MyoeM+9uXWFMOD5H3BhSLoPMMmrHRnmuDLTMQACiKAGHMsaZOSoswcFgMKhQxDiV0WiUzEGn00lA5nnxOt13+X7YSyqNLy8vE6g3m80sMmNOoM3JVWJLWEvGbsft0n6oRAAPeUxT3SWA5fmLxaLC2NgpeS7RBYITz+0P5uKdf4lqKS0Pm81mSYNwhtHKykrFmWC4arVaIjKE0NHE6upqFgysrq5Gp9OpUDLexIbh4awcNpFOp9PKscfeo2RqxhSQOXL+n4Vx4g8ayPSV6UMiStMKdlKmC+GIzfU7HEaJjfq4DyjWTopqO/eOu0/ZMb6MlfmczWaJnECE7XY7aQ2SnRhOvmvA4lxMmXvCQbXb7YxAtre3Y3NzM169epVj5m8XFxe5a93d3C2HbvC6ubmZ9ApOFQd7cXERu7u7MZ1OYzQaVWg75A8Hx7hAjlAQV1dX0W63U45op7W+vl7ZT/Wxl52QHYKdJlEpkeByuUynzt9YW8qTIyKNLdS3gQUOKiKyW8n6+nocHx+ngcZhOO/CCa4Uhbi4wwDUDsIgjvVl3JZBnldeGEbenfEBEEzHWk/RMeu8KSQ7Sj6HAcd+gf6xR+yNMi2O/l1eXsZ4PK7k4bFnJycn2WHi4OAgIu5Aum1FxN3RNcybwZMbtyLvFDO9ePEiDg4OotPpJJsEK4XdBHS6VZqj2vX19bQr3muKHby4uEgg6EjfOXockY/jwBYDDg0GTdvDfpXgpbze66AQCKrRMAg4lAcPHmQ3ZCal2WzG3t5evsjDhw9z4rx/AUPJTunT09NYLBZZ809k9PDhw5yAer2eFODnn3+ewk5Ux2ZSI55G43ZPFEaT90JhGo3bQ7P4OwJkahAUTjjPIlFB1mw24+TkJKkrhIGNiBYEIkY4X0cqOBnoAkeFPA+kD8JFACPumtKSoIQ2ICqAm+a+hPGTySQ6nU5sbm7GP/zDP1QQF4YDqsm9tngu788G41arlTRSp9NJPhzHR8eH8XicDgPQAUBxaxWQG3N7fX2d5+Ssra2lsZ5Op/Hw4cNotVqZT6NIYDqdxsuXL1MRV1ZW4vz8PEEWNBUyZCdNVwwM9PX1dbx+/fp9qvODi/5rjnLJqyEP/Pvi4iKpWgCB+6RxUutsdttChggDeWXeRqNRvH79OoHBbDaLbrcbtVotzs7OUo4oRae9F7qEHDpn4cvULnO6tbWVjh4gVEZ2jnSgyYhKMdqXl5cxGo0q0SGfhabFmKLH3B/HiyF0Xo3oBMNfq9Vyz950Os1ScuYQJ4s8IK+dTiejrl6vl2vzX//1X/Hs2bN48OBBfPHFF7FYLOLk5CTH5UiGcaP32AByhoAh7Nb3338f/X4/njx5UqH/S6oOe7ZYLLJSFBkzwCGXxvtTnn59fR0vX76M5XIZe3t70Wq1KoVCy+Uy54q5ZJ05yaE8PcI2AwaNrjXviiQjPuLAQhbZqImH4XSckCaUcyRkY+18DwsGanYYaOqJBUPIUExCYOgr6B+jZVMreGsbCBxf2WsKB+XIyvcBJYAEXTLvy4vDuExd2bmUEQnfY+6hHR2VIuQACQQebt/dAIi0oDJsaLiHQ/d3/dvOi7+R2OV92BiMkCKMZS6J0maUw+dYYUy8TgAI5q/c94bMOOJ0ZSPjcHSGrHKZUmOdnYNxdPexF0oJQLHh5D34HYDQ+bgSeDFmf5/vuKjJBoDtIIBAaHLrrZEwMmfmodTr8nuO4Kxn1m0XJFm+mXeAlot+PFfWDV/30cLWKUd51juoSyofcV5lPpTvWR9ZE9b08vIy9ROH6+c6avZaMpe2H2YvqNhjbrE3/B1qjbUGZCMTRMI8Hz3DoZsdApRjQ7F9OBc+4wIxnmv5KNMYBjq2ie/Tpfc6KFDXzc1NZZMsi+ZSx729vVxU+G3yDY1GIx49epQL73zWdDqNra2tPK4bZAQKAsG2Wq1sSLq5uRnfffddbG9vx6NHj9LYjkajePz4caJLJsUbVIlMLKSc94Mw8T32lYxGo6QWrWwgQKIkwlZya0Q/jAlBLQ9WI3FOlOB9OQi9ozOjGTj0tbW16Ha76SiIMGq1WlJf0F0Rd41++TzGExRXcseu1jQPjRLRXR0Du7W1lfs24Oy5kIOtra04Pj6Ozc3N2N3dzXlZXV3NiIAyfBsk/m361cgUhOdjspvNZjx58qRCcxKJuPEw8ri3t5eGBrmLuK3s4kC6T7n4Pt1TIu6MCEYHpoA2RPP53ZlqVFJF3G2iZa4ibo2vW1idn58nFQa4e/HiRQKXw8PDNKYYIVoLITMrK7e94s7Pz9NwujLTNJq7RgCUbKTIdZG3Jp+CDl5dXSUQZR0ow7cxi6geGWJ6kbV++/Zt5le5/L7MK/fDMR0cHGQ+yuAbPZ/Nbsu2odQMYgAGZicoQjKIMj1ux+8KVdNgbMH4/vvvo9G4bb4M63F5eZmdLej2gSPEpqAj3ptar9crRTU0Tp5MJilr3m6CXaRwZHNzM7rdbhbR4Kywf45sHS3i0OyYzMTcd73XQRGaUqIKei2T6/P5vJI0hsaYz+dpYOD2EW6QG0YVnhoBY2EajbueZUdHR0lbOS+wv7+f34e/N3qw1+cwRVAPAu/OzrT6AYWWCunwHCOGwPLeREsgJW++hC4yLWOU5l6EFmQMCUZpc3MzDg8PI+LW2flIBqJSOqaTz8AI0vKmXq+ngN7c3OQmP/ZU8UxToo5MmV+iV9aKKOr777/PaBfjRuUnm7WbzWaWw0bcAgeMlfNyFC9QEs9csCGZfIuVE9qJz0K3krtrNBpJR9lQsDZEF+SxUMj3KdX7LitmuefO9B+lxI44W61WhfI0HR0RaXjINeE4KC5ptVrZX/Gzzz7LMT1//jzny8U+EXfd5A1WGIeRtKkmdJg5BLj4Pbm3K9Kg1y4vL9OeELFYB/09R3D8LBa3Wy4At4AWKGSMLgVX+/v7KbPQk4PBIBskm6pCL7FBZpIAcji2brcbDx8+jC+//DJev36dwM5zWDIKrC8yhsy9ePEiHj9+HGtra0lfI6tEwtgICjV4H9aOeXTOmhw+touAg8MXNzY2stURG+gnk0kMBoNKZGpmwmX5OOTSJpKbKtmL8vrgPiiMJJ6RSbNxwhmU4bUT3lZOLibKL2l0BKfpsmUQP7wwRhUhxam5sMGhb7lYKAEhswUH5cdIme6CJwd5+6gPDHuZNDY14H87SYoSlNy9ERYOAaXmWUbWfib7F4gIl8tlRlIIOvegKweOPuKO6uVdfJnatRExVUAUwHzbkIAw2XxtQ2a6l+8zJygljpe/IQPcg/U2rec5BSy5EIT3MCAxdV3mYn6by8i/dHisv4sXWB+cWZlf8X0ozkEOoMABccwTOUl02PsLmRPmqMxBsTYl1Wb6n3eGXoqIil5ipHAk6LfBnu9bGnd+V9Lo1gHTSby383g+Dofih8vLyxgMBrmHE3nxs7i/n2H6jGhka2srDg4O4ujoqDJ3jIH/WsY9hzh9FyJ4X5r1HCYnIvIwUmhD5IH39HiQM+cwbWcN+GCDbO/cCYL3QZcsC8wjc4DOve96r4MiwUb4TSI6orrhkAfzMpPJJBPmNhpWOhswPD0JVyZouVzmnqi1tbXodDo56Ddv3mTVz3g8zsQmdB/vzrNsjEBQIGeoEGgUFgtFQYkRHpKC//3f/50Oln03dGRHCJ3zYjEQNhaScVAtw1wxz4xtNptV6DOEDrqJzb2sBxGm6TdvtuPzJHzr9Xr84he/iH//93+P4+PjHyjQfRdz664ZjHc+n1foA28+Xl297W12cHCQLZGePHmSClHKhZ3G5uZm9Pv9VAh4dBQUw4LhmU6nmWSHNkaB6/XbqjkM1mAw+IGj4xmgZqKCT71Mi7KuzBkNW1lzAz2MHoDJLbrYn4axZ96d76MZ7vb2do5lMBhEq9WKbrcbT58+jdPT03jz5k12/mdDKvMNXbq9vV1xYtafiLvIE31zte76+nrs7OwksgYQtdvtePLkSYI9aDU7cEd3AErnBg1ATD0DJBeLRZ58C4WLfn7zzTcV+8TaU6hAo2PSF2wuB6zjZHmHXq8Xl5eX8ZOf/CS2t7fjd37nd+I//uM/EjiYvjcIpPLV0RF73FxY5cYEMBBbW1tJP/b7/ZRvWIP5fF4pAkNnacnUbDbj8ePH2ZDW2zjYbIxsRUTei3fnbzAhACLsB3YdMMQ9PhRFfbBIgotFgy7wPhJezooyn98e7OfKF1fFYbi5hxEr1EREVLhkqr8iolK2zUbVg4ODrCjCAYE+EHZQGUpgOhCh5r44M4TPyXPoxBLZudLFxRVOdhNVOu8ENcY8YvCNgjjSAoVHGJy74t1dfYWCulIQ/p/3BAVhoLvdbjoUhNtGmjnjAv1C8zUajUo1Ik6yXq8numw0GtnGam1tLWlF05UAFc9zvV7PJP719XWlYAY5MhJlbXH0KysrmadEPlFunJKdM0l7EOdoNPrkjboYU4qBoIXZbc97gPCZd+Ycg4UxtuyiS0SRABEDCxgHjMJwOIzDw8OkLwFkOHH69kFpmtpFT1wJamYAgEZ1rY2vDRQpgJ2dnbi4uIjT09OcW9Ya+TGbYwdeMhz83XmhnZ2dHGfELWNCRxrAIjqHXAwGg7wfG2D5saPhHVzAgLwcHR3lyQvdbjfBvqM5LhcbsN6NRiNGo1EMh8NKzo6TnpFP1gAZceTCxmFsJuDNAQX7nI6Pj5Puu76+rlDjtveABKcwsFGALiJncuY++dgByvvAb8QHHBQKg1Mxp4gQeKB+MXho0B6GFiVH4JxY9O5khJQELzQjC+cKL5cns7ims1yqXSYsS1qS+5abfhFIHJjzABGRyJLvlFSVqQbvyHai1EUYjMP9rDhbCYTr/VEoF4sOsqKTAkYDqhaD6LnAmdVqtzvRcXYWKCsVv4u424vjyiUS8NAA3pTL5znSGnQ6m82yd5zzdaZDPQ5yLOSteB4ySPm4EbUVy/v7TKuWsmKFZK/Vp1wYMGQc6s1dWZhTLkdcyDpzwrqYOnZ1I/crx8v9bKjQK4wdUQP5uXIPC+/Ds61HplH9DoAXED3vQceBs7OzGI1Ged6aiw54Rkm3YXscORm5IyucmAtDgm2iyItyacuIHRCACmCDvKPTjuYsL71eL/d3bm9vV5gBz1N5MfZarZbFEMvlslKtXNKAy+UygQagFUBC7oi55x2ZU9aX7iwUKfE8dNcUMPbedgH7iXzwu/l8XtknazBVyvwP5uKdf4nbo70xZqDP3d3dirdHqY16zH+zERMDSDknCBSj6iThzc1N0l029CAyck4rKytZTULX8x/96Ec5oThYIh2UBmRuI03Exruvrq7mRjveE8E4OzuLXq9XiXwwmu4L12w2K8cekIB1zys2++JsarVatnhaWVmJR48epUM8PT2t0AAIJo0/2XTJdzc3N7Mai3ejEgyB5XPT6TTbNO3u7mZ0g0FiDUngugOBqU3AAaBmZ2cn6UYUma0DRFrQEuSq+v1+UgwgNws8FzLj/A3KgQGaTCbx6NGjyv6txWIR5+fnle/zPSJ0jBHKx5jIhyKfH3tRBbuxsfGDzh+mRJhr9M1Vc6w5sk3kEhFJVVKs4qjDEQ3jd/9DCk0ePHgQx8fHWbVKhHV5eRlHR0fR6/Uy/wENDnCIiB/ovoEa9+KC7qNSmM3bnU6nQpHjwOv1ejY+pXAJsEB1HcbZzEetVstq0ul0mswDToT3ns/nuVGctcGR4JzKCAF7YsfsQgg64+/t7cUXX3wRKysr8fr16zTI3ipi6g0aem1tLY6OjrJwgQiKcUVEpdeeOz+cnJzEeDzOYphms5m2m7HjxBgT0RaME7pPNE3hB+/Llp6bm5vo9Xpp3xxpYqexnc5pYhudwyqv9zooIyNHC95AWCYMcQrkVeheW/aR4vNM0vX1dezt7VWQLUYDR0JvQJwcwgjSrdVq2W+O9jo4PxsBIwDnF7iYYJTDE8v/o2QsuCu+HGo7wuSiohEakjnzvPN3KwN0iTnviLvjT0w9gBRBPTZcrCffv7i4SKRlbnxnZydGo1HmI0zTYnyYC1dvuV0NxmA4HFYiG5wySJ6NxdAjblfktTFa9towbxgHo9rhcJgOGoVGIfkuhs9UMwbc+4WQifcp1X2XqQ7vYXH0yhhciIRsUOBgmhA98VXSTVSnsebci/UrnRSO9Ntvv00w+OzZszRqnLKNAS/RMsaVteZzRKi8HzlIxmGwaKfnKIwIkWgI3UIOnKN0xxHADmPFkfnie+iqo1HAiHUMPWPcZhqYq/F4nE6K7iO7u7vpaByt45yYJ+aUsnscLpEu7+YKSQoXvI+r1+tFt9tNAMvvSybE/2/GAAaGdWO7CAAcsIq9ccUj4yjtpoHm+yLJiI/oxceiY3Tg8m2g+LGg8W/CXKplWEB+jHTd+BPDA1qMiOzB12jc7QcYj8cVYzEYDHJ3/P7+fqIn37MML02DRNyh8FarlYthSpMJdiTjShkWxQjdoTU7vVdWVmI8HlfQND+UwRqdGlWzHgguAoQyRtwZReex7qvIu7y8zJ55dHeIiOwIwp4ajymiunmS9aY8GmWgZJ9qzIio7LEAEW5tbWUiHsdFrs75O9NevAPGyl0FkMNms5lGdbFY5BHiRJeeK4wM840RYV8fiu21/tgLZ4JxYgwuZmDt7aAAH9ZBd/Muo0fngllv6FAAGk6ZXAIyS6HIdDqNV69e5R6br7/+OnN0OGrnI8g51+v1SpNioj8Ag9fSlLS7NPgCrHpNuC85UfdadD6XIgGod+sg9oALuYKBAGgxl51Op1KccV9in2jVHSym02navx//+Mext7cX+/v7cXJyUgFCduB25BGRwI21NGBHFpEbwB52s9lsRr/fzy4mOK6yes4OxMAA20LXGgAKNg8A0m63E5haZ7Gbzhmapv+Y64MbdVkYJomu3RGRPDXIEo85Go1ibW0tDg8Pc/+UhQ5UxeRsbW3F48ePI+KuHxfe2JV7oLNGoxE7Ozu5sBider2e/bR++ctfxh/90R/F7/7u72a0NZvNknLEeEfctdXBIbsKiQvF8MZWUDBIl71UZQQFeuUwQcZJSxsQKUlJnCNJUnb/Y6xMB21sbGTuxlHukydPkn78zW9+k9HJwcFB5n4wYrwPOQB+/9VXX8Xa2lq8fv068zw4wNIJ2tCA2h49ehQnJycxm83i888/j36/n0eRUyHFnh2S2ZeXl/Hy5cvY3NzMbudsQMVYOfexWCySktjb28t1iYjcfPnmzZuo1WqZH3PuZblcxtHRUW54BjnXarWkJ2nMGxGZ5/rUa2trK8eEs6JTAsDJDhIjQ84C4w81Ukb+GFjkw5EzEZqp1fPz87i+vs4cB/qN81tZWYnvv/8+zs/Po9vtxueffx5Pnz6Nv/3bv81IjLmCLsdgmhZlvXzkOfrjPZWMs1a73cjOeuzv7+dmanI4g8EgW2e5LdH29nZGChGRtN1kMknaj7wkBhT5wYa58Afnyvzyno3GbRHPcDhMB29w2e12c52Hw2G8evUqHjx4EJubm/GTn/wkTk9P4+3bt9HpdHLurU/Yv9FoFI8ePYqVlZU4PT3NwqGzs7N0OAYkOMfJZJLpie+++y4pvK2trZT9fr9fOW3BwA+HQhoH1oFoFLvtKJacP+Cr2WxWqpKZw5LmBWi86/qoI98dObwr/HaIy4uXYbuTl2WCDASAcnIvDLppPO5DNGeBMz1zenoaGxsb8fXXX1cSj3yXzxrt8U42wii9uXfQL5+z8fRZRX4OQmRnx9hcRBJxR69yPzfLJHo15Qb1UxYXkORGUGzc/ByqmTAgjhbInzHHvKurs5gXIhYoo1evXuUx8RhJ1rakKlmLra2tfCeeSxENRox5xSjwe5wrvDvOnO+YtuW5bGNwkQ65MUdrTu6WFNGHLiev7ZRMk/IcDCWFI2WRCO9Sq9UyyjbYgMGAqkJeWSsiCNbTHTd4D+j02WwW3377bXz11Vext7cXX375ZfR6vRgMBhllABSQQ97BYMJ7bQCarszju3zfdBb6xDu7E4sROdEnTYWZExtS3ue+CNSRLLrr9cbR4/hYO8YAq8I9AMU3NzfZ/XxjYyMjMtbFDIxti/O9VAM612QWy+8CC8F8Xl5eJs2NAyeHjOMunYdBPGMgd8oPNpzner6cI0c27D94N0f09+rN+5TK9BcCBcVmPjbiLg8Ct//27dvo9/uVe9hZoRwgx/l8nnRdt9tNgQZBg1yZSCaH1iTs0bLTefXqVfT7/fj888/TCHEZKYD2XOWFkrCINvw4FKijkgunSwLdDprNZqJA8gdOJCI0TmLT6QDhnkwmWbxQr9crAo6Ct1qtrO7DwLIrn9wOERJOhbkfjUb5WQQGtHhwcJDoyOWnoFzoubW124a0L168yAKWq6ur6PV6ERF5JDb7cpgXxowBODg4SHQ/GAwSXDx8+DCBhBWUeUdmG41GdgyBnmNNqYp0VP/o0aM0/EbQx8fHUa/X48GDBz+oPvpUB4UskZPFWTo/yZxwZhDygHE2vWwaGn00eCSid6skdADKj3GwHcBNkYm+b25u4l//9V9je3s7Hj58GH/0R38U//u//xuj0SiNNLaBMZSVd46cOCvIHfu5h9eVOaJDq++lAAAgAElEQVT0v9/v598AY6bTMJLQcw8fPswuOAABiqXQeahUZMf6gJNDD7iwV71eL22SbQN5XB+xUa/X4/j4OBaLRTZRXltbS9nGcQMgms1mdpSPiCz759nsLy3ZBGQAIEqagOiVaMwdyg2iV1buzqbD9kDrTqfT6Pf7mU7huay5HSzNw50rQ+9wiNbV/ycHRXTipLsVjAiHSbm+vs6+ewcHBymsePT5fB79fr+CehEMO42zs7OIuDUeRp4IIeje1VZEGYSN5DKeP38eT58+jc8//zxDUWhKvu/8mhETCnZ6ehrz+W0VFofskQgF5TOe0WgU9Xo9vvjii+h0OlGr3XZMBtW7swJ7GsbjcbYkcmsmDhbc3t6Os7OzNOpEJMPhMDetssfEBswFLSghc29+3wrIs8fjcUREPHv2LPea8XfnM3DYREfQML/5zW+SjkVeVldX814lKoa2HQ6HST+Q6N7c3IyLi4vcaIlyosBw/gg/tAI0sZ8HGHr48GFsb2/nQYoXFxfZmePm5ibbcJkiXiwWP+jz9rEXQI8LmTG6xBEhf5TcQwcbEOK8qKwzm4Dh4//9DsiFowFyh9CgzDfo/rvvvov5fB5//ud/npH5aDRKnYuoVlXOZrNKlAFd9/Tp09Rxb/6EwsPG0OUBwHtwcFCxReQ7jeqpNqZiEHBHYQpHZMDMYCsi7nKEzgEzThwIny91Btmv1WpZCQgooIT7+Pg4beXTp0/j8PAw/umf/intgCMOxry1tRXffvttbGxsxLNnz+LVq1cxHA4z12Rw45xOo9FIWvPBgwdZ6MSaR0TSkBsbG9nVfzwep+7bcW9tbUWn04mrq6tss4T9hcpzjt9gn3ckUsR2m/16357C9zood7zGW9rL2puWSAZlYMJ4KRCFKQgcgY81sJKyaCVqRQj4PRNjBDCb3W7KA4G4asu0BIJiGgWnB5LHSOGIGSdKzHcRTJq4RkQiOYe3pg5BmQgFwoTDYR5xACgESWruZQNtCoW5cI4GWhbBYh8Fz8HQra6uxsOHD2N9fT3Ozs4q0Q7/hk92qf3r16+TTuj1epVkL+/Iu2BQUTajQ4QYyg1ayz/IkjciM2+eKxy7aTTmzXkgJ7EdWWDE3seb33dZdk3Pcpmm4X0AbMw182KQYRagNJzcw1QLURpjj4iko+0woV65Bxtpia4AHTzHlylG3okqNp/k66pPU0zeB2U6iR/kAZkuZYHoCP3k33Y2jtqRGYNmrxk6YRbI6wBwYy5LCh25IYdGLvDBgwdZRm67wL2g91kPdBJbaPtgKpu/lxQc+XEoXKJqoh3LWTkHBr383fNiW8jfHEHxXqU8sp7vut7roN68eRPb29u5QRSv9+2338ZsNsswkdwKDgv0wmeo0kL5SY7b0M9ms9jd3U0jwV4gUJwVCKfERGO0EVwQEsjy+Pg4w1uUc21trbLZkt87Ub22thbD4TBevHiR+xcODg4SOXoz7KNHj9IReI/MxcVF1Gq1ROYRkY64Xq9n7sfIeblcRqvVysaZzNPe3l6WrlJG32g0cn8DDTKXy2U6VCv19fV1UqLeeB1xi6ig6hgHgn99fR1/9md/FuPxOP7mb/6mUsWG4ne73dwx/+TJkxiNRvHv//7v8Zd/+Zexu7sbf/d3f5cotdvt5nk/0BqdTicPS7RxRLlns1l2db++vs4qLXb+W9AXi9szeIhQd3d3U0lJ9OIkGf/Ozk40m814+fJlAg7Kws/Pz9N5k0v4VIoPg2oDBvIE9KDkgBuKWTCk6MLNzU2la4fXGWPmTZ0YDZLxULPoKwUHyCc0EGcGra6u5h4kKMr9/f0KOjZdZ/oew/nll1/GkydP4quvvop/+7d/i+FwGCcnJ6n/2IWyfJ0I7+XLl+kgGBu2hn9vb29XdArbBFA08CESevv2bX6PdkxEgXyfCJqIyhVqvJ9z2Og2HU7chYW/t9vt+MUvfhF///d/H8PhMIEga3N9fXv6wIMHDyo0OONBbngX1hqZ5lkwXswLz5jNZql7fA45QJYiIvWOdWq32+lskGUDTaJEKngNvJB5l63jtN91vddBdbvdiIgUVBbg4cOHGaVApbibORMM98nCcoGqa7VadqEG3UMNRNx5/ohqNwbTGKbDvG/IUcGzZ89ic3Mzjo6O8sgF3gsDbARkBN3v9+Obb77J4gB4ZMrmQV3eHIhxI6yOiCwcQKi9Twcj32q1kk7k3aEIG41GHk7HgXz0OyRf5ehwNBqlQ0YgHSm49NjJcs5n4t7NZjPlYH19Pf7iL/4ifv3rX8fZ2VkWZeDwCNV3dnZiuVzG69ev4//+7/9iOBzG7u5uzo0PWzQ3jRCTM2s0bjcLQ6FA27Kzn+jWESRl3F9++WXek6QxlGWjcbv5tN1ux9ra2g8UDSNOf8X9/f1U3M3NzcpYP/bi+8jlfD7Pg+Ii7vb+ADQo5+XvrAlGld/zOT6LLmEwvWnXkZKrVEHQJOExzmYc6AHZ6/WSIt3b20vKGifB/aGqoaShu8kLzmazdK7OK0NNOUIsK+W4LPMRUWnvhQO6urpKUAawItLg4hBWDtfkWXwG0LxYLPI4EhfbOOqAYcIuQltim87OzuKf/umfotPpxE9/+tPMf37//fd5VHur1crNuVRB//rXv45utxvtdjvOz8+TPrVdRBfNBECT4zBN9WMfDMpNCUP7OT/JZwA72F7WBmDLM/gvaQ0ANDphZ3rf9V4H5X0BOCcED0EG9WO8MboRd7wuAzFdlS+g5BqfR/ktuO9KCppDtvAZYXGWEwtkutChLEaEZ3BkOKXRKAMLbu7YY7PQmILyZ3BSLtwAAWGI6/V6vvvKykpSIUR/zBVjdRRG0YJpGAwG74aw+J2MeEB/7LuKiHj8+HEWn3AZWYLwMFrsf9rd3U3htzO3coHMTB3we8aNgXOJrSlWR4pGaJYtDCzrCBDifoAcLlM7GKBSjj/2MtVNlRa/Nz3Lu2LYHLU694CSO5JxXsjU9X05Ke6BoeG+phiR+fX19Wy8+/bt2wSisAQRd522a7W7zeFE1t70WVJZvDvrZerZ9Bvv5vdkbMhvSVGVzys/g43ClpRJe1PnvKsdp+WlTBE42oZmG41GcXFxEV988UWsra3Fzs5OslL/H2dn0txYelztg4kECWKeOA81dKvVXWpbUkuWrI0/O+ydHeG1/Qu89h/xv/DO4ZXDS0fYDg8Kt3qs6i6yOIMgZhIEQYzfAnoSeaGq6i7dCEZXc8C99x0yT548mS9zB5hjj97e3qpUKlmJwKI60d/fsw+eLsZmEwwAZrx98uPFz31jXO7D/y+OkwdVfM9Tk4yVH6Pf20HxoUQ8eEJEAKVSySYgFovp9vZWnU7HuOpIJGLGvVAoWN1ALBYLJKahK7rdri0ekNf29rYuLi5skKBdQLnJZNKousXchUflJF9xZKFQyFA5hyESKbJRzs/PrY7HL+LFTUF05ZWE4XDYOmNIMmUjOSMiQ0kW5ZBgffTokdFdnU4nIELg3TKZjHq9nq6urqxW7OLiQhsbG0ahYozb7bYSiYQKhYJ1PT46OlIul7MWTh553t/fq1arWThO5IFxLRaLSiQSRnuGw2G1220TgbC4Nzc3VSwWVS6XdXBwoOPjY1UqFXMwKJkYw3w+bxEWyWBqRXgHDApIF8HEaDQKFPuiOKI4mOgCGtnXnfGZ4/HYksGNRkP5fF7j8Vinp6e2B6j9e9umeu1Gi0YDz8O6JGrzFA15CgogoVkwHBgdEDtGibO/WMfS/IBEaO/hcBgQ+UjBrhgeHPhCdMQqvpMANXisG/K9JOB5h3Q6rXQ6rZubGx0dHdm+u7m5Ub/ft6gEB4MDINL1DgWgBer39CJgzjMksBkPDw9WhEwnF2/UiRYAogBugAm1eF49ir0izcA6ZKx8ZAHjIsma1n766aeWy1taWgoAk9XVVe3t7RntRtd3STo+Ptbe3p42NzetjsoHDuwPImjsHXV+t7e3Fi3f3d1ZxLX4WXx5QORLiLzK1Ksl+fKOHhtDCoSAxJd3vHbfvG1TcRNQNA9JaA4v7RE5RoJkLK1u+F0mkU0Gj+4FEh51kED0SjvviLi8Rw6FQqbSwXFyqB2f45N3KJjgT3FI3W5XrVZLtVpNOzs7dvKqF1N4dATi8FJmxieZTAbQJWiGjew7LXulpE/OgpYxPOPx2BaGJJOfPjw8qFwuB+pe6OXHO3OsAp8H/+97iUGfkUgFPbKJ/DwAYOjjlkwmtb6+rmq1qk6no2Kx+DtKUI+mvJGMx+NGt0QiETOm3W7XZO3cH0fFPGKMfNdolEck+4nM2JxLS0s2V6wLxjwSidgx4NBmqJ/e9cK4sic8NcR+w+lwf/6fze+pQCko4PC0MyUCGBPAJcAIwCcp8Nk+GgBkIpZiffgaPv6Oe6RSqUBuC+N7f3+vVqulk5MTbW5uKhQKWdcSL1TxtJAXvXhqClvDePo1xDrhswDZXkCwGL0zH945e+flHW40Ouv6ztrxz+3Bsf88/oafMZ/YKEQTRNV0UVlaWtK3334raZZWYc/v7Owol8tZXtSPGevF58TYCwBML5SC/mddQ5H7tYmTxDb7+/Bv30IJ+8k9yO97RxkOhwOHhr7p+k4HxSQxaRgjvygxxhgMXpiowucG8KJsDDwoBo5BIMxnc3j08rbL01UYflAkk46RZVKhFYhwfGhLxIhR8uo/xsNHUhhxaa6O8oh78fehHkDokiwPxOLmb33eA+PiEVIymbR8Sy6XCxTmNRoNVatVc9IIFTwPDH3Fhoabf52RYKPxzr7Oh8gsn8+rUqmoXq9b3smLHhbpJB9JeCBBIhwVEtJrxsTTgV7dxXpgIyQSCUP83nj5/mE+98GzIb3mPovFxd/n8lQL91mkOzyN6B0Uf+eT0X4d8Ht+PH0eiOjQq0S9AfH0j39GT4Hx3qznRQWip3d5dtYxMm+Oj6d0xFPunpb3ij0AiN+vrAmvwuQ9UHuSr/M5GB+FeUEB48C4+/kIhWYCJ2wHP6cDCuPtbaWnunwkiGoRgy3NRQwURlNDFI1GTQIeiUT0+PHjQD0TYg5fLgD48MAWe0tkh9Mk7070hO32FB3jBS1IntYDGC7vFH3+zUf6gEEfMXlq+3XXWx0UgzUcDlUsFhUKhQIvVigUjFKp1WrWvoaJYfAoOvMGjkkhn8KhWb5HlzQ3wCAeIgQWE5NKBATajkQiKpfLKpfLSiaTZoRIRPoIxytPCK8jkUjgbCVqYjjcDiTW7Xb18PBgfesI0z3KJBeD8o+29uHwrJHp7e2tqtWqKclwchhPHDMCgbu7O+3v70tSIPEJqsc4w/03Gg0lk0k9e/bMgAL9AFnovV7PjnGmA3Or1bJaEmqYyEtGIhGVSiVVKhVdX18HEv/kG2KxmAqFgqHag4MDPXv2TP/6r/+qXq+n8/NzqwO7ubkxujEanbV26ff72tnZUTabVTqd1tHRkRk0wMLDw4MKhYIBCByU75K/sbFh6wapey6XU71et03PfBJp+XqrbrcbKC7tdDom5Pm+193dnR10h3PytSL+GTB8CFcAMFA8UDPQ5dAtRCylUsnQNgaRerB8Ph+I8HFarNtisWj5CdY/EUQkEtHZ2Zk1fvYshP9Mf5SH/51sNqsPPvjAem/S4X46nQk0QN6+gbL/e59j8mwMzA1z6aNxHwl4xwPNPhqN7FBNPx4+HTCZTNTpdAz8sY58PsbPHU4Ux0BvSkAUYDmVSpn6NZfL2ckMlUrFlKrvv/++PU+j0ZAkffjhh3r16pWur6/10UcfqVKp6OXLlyYMYQ8sLS2pVCqZDb6/v1cul1MqldLh4aESiYS2trYCPfxgYSgiTiQSev/9961lFDbMOyrviFijkuw8QF8OgA0BWCymOxavtzoo36MOGsS3GcGQRqNRC6u99/UhuFc+odzDMLFhiRoWPfZ0Oj/FlnvzbITFXq4qyQw7A+EdkUc5PiTHcRJNrK2tKZvNWog8Go3M8LGB+Rsv2uDnXo3Efcl5efrFIzqMLiidokUoJnql8bkUS4OWGXfyhBhHxo2xRkbs1YneSPv2RD68R2HH39B+n03BM9MRIZ/P6+7uTsfHx/ZOHN7GoXEYYMANBoo1QQQAaidHw3h5lAx4oHM5ETjPj6Hi83HO3tD6CJI1WKvVjAZZ5Ne/z4UjAl3yby93BvlSTI5IAtTr6RSfpPYAhv1I7sDvSe5NxE204ceFZ1us25FkhZoeRIGcpXlkzXxB8bfbbdVqNctlNRoNdbtd+xsuv3cZM77vf89TnX5/83vcm7/1zgPQ7E9+9ekGH4n6WjFYHvYS624xEl5kVfgZY89eDofnx6Msis34N8refr+vq6srA5QodDOZjEVamUzGgArvjc0iSsSGY1MQjrEmRqNRoEUU64B8FQELY+0jdvyEb6lEdOZzVD6qJHf3NrD31l0GqsHrIUNmgTKwoGcoCJ+45UExepIswd/r9dRsNq31BmE56GU4HNpRD6BjuF1eFMRAfscvLo9E+TwWK4ucBCuXX2x0M49EIpa/yWazZjw4ah7xAoaRe3olHZ8Zicw6K2B0bm5urO4FYYRPDJN0TqVSgUQ9jm1lZcXEJ54CbTQaNi6eU4a3jkajdgZTIpGwhChO8/b2VuVyWaFQyPKH5KPgzymAzuVy+uKLLyxy5TNpNxSJRPS///u/BkByuZwGg1lTWa9WhDrudDrmfKGJEVZgzBlvb0yJ/uhgXavVTLSyCEB4VjapTwIT2fhxJY+1sbHxe+WgfB6R/UPinuiAtYZTHg6HBmZYU4iDmFMYDQyMd2JSsLDeCy34W38qtM934twxWlCszWbT2vl48Q57DCDqc379ft+KtqPRqLVJ8tSed0IAFUkBR8Llcz1+XHEOgBmfR2TfUwNXr9fNaY3HY2NufKQGa8Az8XM/Hx6sePDDM/I97CY1pZKsxg2QkkwmbS/y7vl8XqPRSOfn5/rggw+UTqdtDhBHLS8vq1AoGAjwz+BLCwCXNzc3RpO3Wi2l02lJCthzAGi/31cul7OcvO/Z6PNa2Pnr62vbg9gjL4xgnGApRqP5QYmvu75XL77pdKrDw0OFw2HLYbA4MaaffPKJKpWKKpWKbX4ehoUAZULUBAoYDAZqt9uqVquGCEja53I5yyXhUEajeVdyv3A97+s7G/AzH82wOXlWn2jE6BEt8dXv91Wr1ZTNZpVMJo3i63a7djQBEQ1RAWo6KBByItzHO8vLy0uFQrNedNBr0GU4Luga/5wsQEJpHPnt7a05CzYpz8Y4I1/HwJfLZXsuDBzikFAoZI6P8SNS5ed0ecZIsJFA/Xd3d0qlUkqlUsrlckaD4hR5Txb3ixcvlEgklEqlVC6X1Ww2dXJyYuspm82afLfZbGp9fd26oj88zI7dLpVKNresB1ppYWDW1tZMmAH69TJe5qDRaJjRe5eL/bK6umo9HIkkcTaAKHh6olAMBZEl40hky1rnCBqUccwfa5zzl/h75tiDDyJoHJLPVTEWrG3qxNbW1tRsNq25L4aLvwmHwzo5ObFuEp7iZN8lEgmLqGEtUJuxPrwq1xt+9jlzxjsDWDGogI1IJKLd3V37GXRWLBazNls+mnz16pUZYJwe9xqNZu3O0um0FUgT+ftuLoig2JPsDcaUfC/rejKZFZvj1D/44APF43EbBwKEk5OTANNACyjGiDZWHpj4vKuXq0PphsNhUxLT/gvncnV1FbCj2C5sE13UmVe6hwBGAcwELa1Wy6K4113feeS7/WJ0fqKk94xMGhJWjIBfNAyODwvZ4B61MXielmAwofiIeDxN4S//GWxsX7cEzeS5bf9fUNnic/A7IGyfMAfVY/RZED7S82FzOBw2UQZon4Qwz8/EQ/dArUIt0JnCn1VEkhijBfLEAHrjI80pDDaqR31EQj7yk2SAhPlifn1EwTwRsfr+aPSUC4VCNo58BoYLZEVU7nN+RD2MAxEEBhWQwnv4dwZRcvFZvoMBMuT7+3sDFVC7JLKZ73e5/HrjvowV88wXwgJP/WA0PcPAZ+LYcPZ8/iK9TKQD5YJhZH+jmvSfiTHhWflsD+o8neajBv++rAm/h/24+Odmf3oa0+9RKah4ZP3icH1ECv3s7Q5GWZpFzCg7eR5PFXoWiHdmbHyaw0evPrJiHy+Oi1+PHpxAjwPYSqVSoCAfWvj+/l7dbte6Q8AK8DyeufH2h8tHSv55WXPsCeYA24nTZ7z4LC/K4T19iog5I4XBGlic48Xre52oGwqFzMD4Ser1eioWi1peXtaLFy9sUaRSKZN11+t1Q2gMoI8mMMCoZHyuiPuwoDDq5GgWDQ4GjMXERiYxTDdnFgcLzy9uzoZhcj33SnSD0RiNRkZDQQHS1JWNXSgUAhPFYqSFUaFQkDRTKW1ubpq6yS82hBTQiwgDSNj72g0cSKFQMJrGAwOPrqCPptNpIAqTZpw7whXqS6bTeeEtgIX5KJVK1j3DV+PzXD/60Y9UrVbVaDSMrl1EukQNyWTS5OmeNiHXRscNOkkwvvyOR5GZTMY2A2MbDoctmmAzTiazsgkacjabTf3kJz8xp7S5uWmNgjm+4F0uH/2Dpr3Um3Y8S0uz/miIVjY3N60jfD6f13Q6DXR4Z+34sgPyC4wra53i5V6vZ22zOp2O0U44KG9IxuOxyfpx1FCgzJ2nlj2w85ESvwNopEjdAyOiCtaOp/awQ9gEbE0ikdDDw4MhfeyWNO80Qaswxh5Hznqj+BhngcHl/zc3Nw3YIpDxufi1tTWjifP5vO07itMRcXnWQlKgIBl75T+DzjfU7J2fn6vX6+np06d69eqVqtVqQJTAM9FgmvfAtvlaLJ+6aTQaCoVmcnp/tp7Pt/OuOFw/10SOvKcv0CZNw5z4MfbpmDdd36niIyxjQfnJWFlZUbVaDSxUECC5BGgCHMXS0lKAnvAOplarKRaL2flDDFoul9Pa2ppFC+R9fKgLogaNUqXt0d/t7a05vHg8bjkGDDaT6GskQDLko25vb40yi8fjhgZ2d3cVicwkllBKKFSgrTxyhjeG7lldXdXp6WmA4lleXjbKYHl5WRcXF7ZY2+22YrGY8vm8iR1Awxg5aFFp3rmCxQrAYAHybBcXF9a9uFgsmkG4vr5WKBQyaoQ59/3whsNZbdHKyoq9N47It20inzMezzs6QJEOBgOdnp4at57JZJTNZpVKpaxnGTQq+RGMJmvW5/5w8p4nHw6H9p7kUDBoiUTCIj6olru7O2vtBJrEkH7fi+gOo8B65dm513Q61dnZmSaTWUutwWDWofvx48e2jskfTadTo829AUf8wL7A2GxsbOju7k6DwUCFQiGQB4RW94ltUDbA0aNeDI2n8j0LwffYX/T+Y496OprxwaEyz8Vi0da2jzLJk5LzItKR5pEB/SkpMQAIrK2taWlpSRcXF0qn03aEC2vHR2XYhVarZc/mpf6eXUDZmEwmzTHTtxAQDiDnb6mNBJRja4vFolZXV5XL5ey9YrGYqXwrlYoSiYQODg5Uq9VsLAD+3jHF43Fz0Kiu+/1+oL8goI3+ltD+OKpqtWrK3s3NTbXbbeujSYRKMTj0JSIQqGz8BHNFPtrTvK+7vrOTBIjdh6s+IcpGoMrf/w5Iwofz0+k00LvLL2YfsbHYMW60/+d7XoHjn4kLvh/v7mkk7ueRG9/HoUEVeZkoz+XpI79BccREDtwbY+7fC/TBhIKgMLw4SiYRw+A7NSAe8WfPsGFYXDhN3o/v+w4K3W43IP30dBvOCOcG9YJh4X7MG7+PU4aSII84mUwsQe2VliBsT5cyFxgdb4i52JwYFJ8fWF1dNUEO8wId4+krTzNAj/gO6LzXYg7kXS7/nD4qZI4wegAHHAOGmXo+8mFc7AXm1VN/frzIswEOaeLMePHu/l15Ngwe68j/jafy2BPe4HjRAvuJ34UWYnw8vQcoQxDDPTyt7veSp07D4bBJxz1YWaSTMP7sEWg79jLv76nJxWdhzbFfqeFbpN95hsU1zFh4G8l8sV8YdwBnrVYzLQBzg0PiuTyVuGi3vT1iTUpzCndR+s0Zcoi1EDZwH+yXp/0Wx96Pm48asSdvur7TQeGEOE4brziZTKwFTDweVzabVavVMq0+Gw0arFAomC6+VqsplUppdXU1kByE7gJ5cJ+1tTUVCgVdXV3Zi1KFLsnCSz8ADGosNj9/iRAXBMdGYEFCP4JA0+m0GXBUPrlcztoiSTKa7MsvvzSnMZ1O7Xc5+yqTyQQKC3FG5LT4ur+/V71eN0NZKBQs4c0cYPC9mhLEg+GpVCpW/X52dqalpSWlUind3t5aGxVopC+++EJbW1sqFova2tqy+aNztzRvKYQIhgVL1ISjBiUzP9BNqPRSqZQtXOq0SO62Wi0NBoNATUy9XrfNQh0GBnY0GlnrnbW1NW1sbJgDj0aj2tvb0+PHj/Vv//ZvarfblsglogDFsabZSEtLs9ZcFxcXGo/HKpfLthZRSrEOv+9FzzpUqT7iQSSExBcH4ekUUC3AAIqS88iQJGM0eT8MLbTP2dmZut2uNjc37f29AfP5PEAW0TmRBEbOXxhGX8zKO2Bg2XcgferuQqFQoJjeO072oG8gzVxgHLkQVPh9zJxHo1HrLh6JzApfvaCCaB/hiu+C4Z0Uz0XUGQrNyiL29/eVTqcDjZ5R6K6srBjlfn19bePDs3nHzrpA9MLJxV7Ec3l5acwE7a18SzTfwqvT6diaIae8srJi7EkoFDIZOUfF+1MqhsOhDg8PNR6PVSgUtLGxoXA4bHaAyA6xGHYIynwRtMB8ARZ6vd7vL5JgwWIMmEgWCB2O6akWCoVMgcMXHlmS0QssRIp0mfBWq2Wen4Ruq9XS3t6eUqmU1Wz4Pll4YjYWvDI0E7UGRHSgBAwMnLjfcBhbuPt0Ov07kRW/w3OwkOPxuNF2OBgpKHsnr0U7fb5fLBbtPT0luZgHxHCAPpBtn5+f2zLGBesAACAASURBVL0YcxYWRg8OvN1um4IGpM6iJefm29nk83lJMzTFGBMdQUVxajDOX5ItPigADAvtYph7j7bgsRlTxBU+14bKEeQG8ucdvCDAU9UAKtq6IPv2Cet+v69qtWp0BOPMF6DiXS6fhAfI+B6XHtkT2YXDYaNnOp2OJbQ5zRWnKgUbKxONAF74/nQ6NUrURwMYZ8YTwIOTofyBnCN7BGDh94RH7x6Je2ETrAJzBIvB3OBIFkVDpAugA3FQGDzPylxfX9v+hcUhCr27uzOp9tramgFnT23CCPm6tclkYvPuhQLYkGg0GgBrfv0BxH3bMABFKDQXsOCAYViur691d3enTCajUqmktbU1PX36VI1Gw0AN64u1NBrNezeyF9lz2Ezy+IBY1lg2m7V1yjwjZ6/Vasrlckomk/Y9KFnP2BDY+NpOfr68vGwKbDqlLwrd/PWd1YZEIT6Z6ReVTzSy+JFvQ7WwwECA/nwpvDRUGgaJe9BQks3gnZF3UD7cxJDxGd7Q+r9jI+H1Pe2ySDV4MQEGgcXAM4BeyCPxPSbpdWG3R5bUglHMSLRAfsAXbbIQSIz7TcE4+LwazTDJnyEJRq2GoWJxEXUyd14pBMVE0pnoClqNpOh4PDs+AXTm2wVhKLgvZ1lxP6Ig3gs1n496WZ/egODs+DcAZZFX9/SRdx7cn5yhpzkBMRjTd7kYS+4jzRWsfKZH0awxjzYXk+tIwz1dxHv71mHeybJ/iG54P6IiTwPhYJD/+3fxdC5rzs8L77S471ijrBccoc8RkgtapON8jo37Le4nvkcPT6hE9km/3zdkjw3ztYI+YvVUtp8T/t/bEIRd1Ot5sQjrKRqN2nlKksw2ENX4NUY0is3Epq6srGh9fd3y+xTKw1QhmMEpewqOz2aNSDKggB329DDzhsCt3W4H8mOci+fzTjzLeDy2NeipbfYe9/YU4+uutzqoRCKhu7u7gCgin8/r+fPnenh40Pr6uiGqVCpl1A7oJxqNWgsgzi/iy+ca2BAkNr0ToLt0s9kMLAw2lu8i4SkLzhGKxWJqNBrK5XJGa7AAqRvhOQg5kRR7B8KCrdfrVnQWiczOK6LYkXfe2toyVAXnf3t7a8W24/Gsq/b6+rpevXplmwD0AsKCwqMdyueff65IZFYn8fjxY4VCs+Plq9WqpBkFiAOiJT9n+EDLEX2R2CUCpm5odXVVqVRKm5ubhkLj8bi943Q61fX1tSaTiba3t80pPzw8WN4PUOGjmaWlJe3u7hq1y2bAIECXeFTPvTGaGOv7+3tbeycnJ3YmErUokswBt9tt/cmf/InOz8/1z//8z6pUKpajwHDToxDjQfRGhHV/f29jmMlkbH28y4Uj911UQJzUj1CzAhgA+NAKB7qzWCzauUk+74lBhSa1Tf7btd1sNtVoNEwliiPjnX0EyZhPp1PrNh4KhUzsgPH0e9ULkvycYvwxYMw/9+VzUXxhG2A9MJQwGd7Q0tmC54nH40aNeeUh+V7o8XQ6bdEDERndN4bDoZrNZgAMkhP1jt8X31arVU0mE7OD4XDY1H9eScg5ZFDugA0owG63azamVCpZk9h6va5odFYgv7u7ayxWNpu186GoP2S8oSiJ+P1J1Chdb25uLLqF7cHJ4uwQr62trWl/f1/FYlGPHz/WP/3TP6ler5s6FIezsrKibDZr9ZqAXiJT7N3Gxobtwzddb3VQcPOcIoth48BCJI4+4sAjo+6CcvD9q6CUWNj8PYWfyH7ZXJJMwkgUwWbEkLOYk8lkIPE9mUysGzWbmcmjFxgoneeR5slKjAgIho0BBQclAK8OLcegY4ygK5gsFj6ThVHinVlMNzc3Vu8gzes4vOqJsSLZGwqFLKLFSWFMMGA4dS/08PUeoVDINiMSf+aROR8MBqrX61aZ7iNlxh+60Z+e3G63bTyJioh2eA4QIM86GAwM7DD30+n8kD2/GXkfjOnDw+x4hY8++siObuFvQLWMFYxBLBazY+o95ct7+yTy97l8s2JfPI6wAYczmUwCij7Qa6PRsHXmETERgM9bwSJwD0Ah8+IFD56N8EIYwAPPwB71Lca4j6fg/N+DxvlbjLyP/tlT1H75olJyZ0TYPlJj/Dn+xItF/GePx2OLyLgXNCNrFbBBZA+AYV/x3l7p6EUH5F7ILbOP/KkPzDW5Y0+Tsyd4dqhozyJ4GhxQgK3EAXEPP6fsV8aGcWVPTSbzIzdQKjNGOGIvZa9Wq5pOp8rlctra2rJ0gWcAmB/y9DzrYvDh0xdvur7TQeVyOZVKpYBh56gGDAmOhzCbgUMOjbSRhcJR1/wuXr3b7VqLHE+nQHVg2JkkTxXwb9AtqBoH5blvHC1JdyI6FiMTymTioFBUMdk4bWTCnJ2EYfbJXIwOEQD0DtEZ9Jck42lx2mwAjDCUKgsImtEn3pkXad46xht8jtLwoblX0pHP410YKyIxKAEixB/+8IeBNcA4Y5ABKKPR7MwgkKNvqAuXTb0XOQfWDiIXDAuGBP4fapfnwzBT2/bhhx/q4eFB9Xrd/h5jwXxAy5ALoyjaU3Q8+7tcoHWS30T/jBVyaB9NMIaIKNbX1wM9C+H2ibhZB6wnnBb35TO9cAFjC3VGnstHt358MNDSvC0T98JGMJ+LTgpq1IM3gAaGGaTtIwDfA45Ijc+liS2R32IagvdiT/M9FKb39/e213BIoVDIeuBhh4hAeH7mDNDG3uMZuEajUaC2kvW2SNX7KJV9xrix5hkH76D4wvnzjthXACtjzTzioKfTqQUGSOQZBz4DoQqdWcLhWaeJzc1NRaNRdTqdgIISEIS9h1GTZOIbnOTb6D3pOxwUvffu7++tiBTUzMJHQeQlylA8/X7fugD78D2TydgCXFtbMy4TxReLcHV1VU+fPlW9Xjc1C4jSX9yLRTkazY5NB1EuTmYsFrO/QdkCSiQighLodDqmFGPxJBIJra6uqlAoqNlsqtPp6OrqypAcfLRXw5AcpQehN6rT6awA1jdePTo6srwLtBgIrdfrWaseaX7InFcE0qT1q6++MhVgLBbT1taWHR9AN4qXL1/a8eeffvqpybPfe+89Taezpq7b29s2N61WyzYd9UutVssQPfPI+7G5h8OhFTpizI6Pj7WysqJisWjHhXQ6He3s7Cgej+vLL7+086WYd59zhNLzuUmc6MrKitLptLWWQsDS7XatmDwajVrBI4cwElVls1krBt7Y2FAkElG1WtXa2to7U3wU4UajUZPZ8xmgVwzLzc2NoX8MMAdzUvJAMfj6+nrgwDwuH/0TjZ+fn6tQKGh9fV3Pnz+3Pei/MC78jFo0nF86nVYymTSHCztATSF/58EKexBg5CMZaDtAIz0/YSigvUnyk6fO5/NaWVkxpSmOiF525J53d3cNlBGFLkaJ0Le+psoLSRACINThvfh9T28SpWJfUCDX63WjcOm+j6OB8SGfAzCp1+sWqXqRFcXiXoyG0g8wQ54fMBAOh41+xIl6Ron0BTYHuwT46Ha7RoUTeBBdA2D5XEAKDrPX61muFGqUtbooUFu83uqgfNU4A4fCTJqfRePRJWICL3qAbiCfwHktUFUYFNA7dA8en75cIAx+1y8SSYY2vUJJkiloaJbI32LUfIjpFwI0E4op3onnwCAuIkfCeJCoR5cYAikYdrOph8OhhdFMIDwtaJN7kkcCIUIF+IWHCtNfUGQsKB8pgr7pjeYpWEJ0jB5jjDHlGXxUzOeC4hfVj/7ebB5+HgqFrIsFm8xTPNyDLxY+nwcootAUhZXvPMEa9nSTpEC0DIDgYj7f5QItwuVzT2/kmFvGFtTr74nTxylJQZqcy9NQXpDkW3Xx+b4tDoIkT9l7tsJHFH7Ne9EP88T64/dQrnqUz3MDPmEHiLh4B78GPf3knQ3vAKsSDocNSPmcHiCS/egZBByqZ1B4R9IXREKeAmUPoAr19Cc/Y2x81EOUTnTLfKKe9PPkI1svfiC68nlV1gTCEPYq446d5nf5PC9MwsH544F8zhhhE+DR03rc3zssbDA23+f23nS91UFls1kLaWu1mvV/os073h0Pz+LAQVDbIM1pgoeHB6sUj8fjVq+EUePvLi8vLXdC6xkfyjIgqMSYDNA5m1RSoOu4r2THcfqN7RVx0C4gaW9MPJU1Go0CtCXJdp9385EhqARkQsKUcPvw8FD7+/vWeJWFu9ifbXV1VRsbGxbRLi0t2XHenmalcwELFQBA9Mhmop4tk8moWCzqiy++MHEDfDZHwXuZtl+UOCM2ps/zgMx4fupOEomEotGoIUOEMeFwWBsbG1brg4MD2GB8WXftdtvqg6LRqNWUbW9v6/7+XhcXF7ahcGCsFd7Db3rmSZIuLy8tYoGmfZeLdRqPx42WrNVqlgfFkMdiMa2vr0uSCVJ8LgURADVxOE6MJsbGlyGw5pgXcioget95mhwqhpGIjn3iO9tL86M5Fo0wBgqal7VNkSlGGCfb7XZVKBS0trami4sLq9vyxsxHBEQcfDbOByBH4v76+lrZbNbu53NorBMcNqmDfn9+rAj2hhwsQMu/YyaTMYaHCJfxZt8RLSFtJ5d4c3OjXq8XyO2yHlutloGZfr9voAS7y32keY2TBzo+IuX5ibgW84rMFa2gAKHRaNREUQCnaHTWHYI8Nw2AyX0DLj1ARYSCPB3WzXeMf931VgeFooSIJxKJ2MCyEHyOhSQwrWrC4bCdPLm6umqHHpL/iMVi2tzcVKPRUKVSsfxDLpdTPp/X8vJyIHSEAnt4eLAQc21tzU6dLJfLAUksz1culzWdztRaz549swXK5vAoyl9sPlAYiB4emPxcIpHQ6emp0Vs8Y61WszqnVqsV6GEHd+8TkDc3NxoMBnr06JGePn2qlZUVHR4emiKtXC5b4TQtWh4eHpROpy105rknk1k35F6vp729PWUyGW1vb+v4+FjtdlvNZlMbGxsBAIEjCYdnbVr29vYUj8eVy+V0fn6uRqOho6Mjvf/++0af9Xo9o4Ex5kTH8OrT6VT1et3a8BNNgCCZCyrVyelRJ1ev13V9fa3Hjx9bKQMH1B0dHZkRJNqCniHHgoyedlHVatVo62w2a8fR39/fK5PJGIhiLBEaRCIRbW5u2pp8l6tWq+nq6kpXV1cBgZBHmBgckOpoNDJhCPk+ohxAC3VmGBpAAp/LWAwGA52dnRndggH3+Q6M+KJDgGqEyoFqxMlj/HwpCH+HctGDM94Xw0U0z3NAHy62I/MsCwpGVMM4KvYejsTTk8wzh37y/IBDT/FtbGzo5ubGjLs07+yPqnh9fd3WNmueSJ6CbGneRZ/3xoZWKhUtLy8rn8+b6jYSiajZbJrzJD8OM8SzMOee/fHjhyPqdrtWt0RfSYQPsAqII0jXTKdTo7+JDllLnU5H4XBYpVLJwPLZ2Zl1tmBeWHMEDqwzwDwKRp7tTdd3FuqyURi8xUQ6A+UVYHDTkUjE6mkwzJ6iIQrwA8594ZJ9qyAfwvu/8RQDGw2j4lVDOFMWjd/IXP69eH82rn9v0Knnn1lQXkHEMyKDBfVx78VQm03lowWQvlcV+XCcjQ6XPBqNbPzYnNK8KSMbjU3PHHhFI/VXbGIiLhywV0z5Yk0oJCISP1+Mi6emABNETIwH9+Me0lw96WtOQPNEtXwxX9A2bFw2OxGxVzeyjpgLvgey9OO9CGa+6/JzB5BgPTOe/t8Ye3IejBdzs7hu/c+9OgqaEmOCgfMd4j3tA/JdfGZPjbNu2S98vt9jiwjaP5Pfg/yXn/PFZ/r7vG6ecUrMDe+EQMCLH1CTMgbc1+fIMPpEET4yhRXguf2/GSfG2atyAUo8mwf2rG3vuHkXT6OyL3Dmfi35aN8/G2MEc8Q7etuE7fJ2j7GHUl6MiLGnPkrkM4iGWCs8v7fh/A7O8Pem+MLhsKHeXC6n8Xhs6jF+zkOj/hmNRtbxmwiKB4Naa7fbNrmZTEaTyUxpRw3Pzc2NJX+hrMibQPORZOQlHx4edHl5aUb49vZWjx8/Vrlc1tdff61IZH4eFYva19iwwZg4jCQOo1KpmEHMZrNaXl5Ws9m0RUCdCx2BqTGBvtnZ2dGXX36pZrOpjz76SLe3t8Yxg1Ty+bzC4bAJIUDHoCifQxkOh+ZoyA8SYne7Xe3v72tjY8NUNuSPfGsqkrAbGxs6Pz9XvV5XLpezBQUabDQa1iz2Zz/7mY07rXugKTOZjJ0nxVixEf1R0iz2xQ1Dtwnm8u7uTgcHB4rFYiqXyxqNRkalMDa+5mI8HlttB9QmAo5oNKr19XWlUikriJZmUWur1bJDCFutlkX8ULy+GBa5/9toidddy8vLSqfTKpVKqtfrhnAxALe3t4EebnS7h74mv8qGJuKlcwcRKfQtZ3B5cFYul9XpdNTpdIzugwrEULO/oIJ5dsQNRLisSQAKTt5fvvCaPczew9hiR3DK0GSgcOTeUFzYEShe6plA5ezHk5MTAzmwO3QJpyZx0SH2+30TC+EQw+GwrWlYiXA4rHQ6bYq2XC5n79hqtbS+vq5cLhfIaRFRJRIJ+4zt7W29evVKnU5HBwcHgTopwJXP+bG+qQmNRCI6OzvTcDi06BBg451nrVYzUMHzUJeK0ARnQuRJgTv2h5QFe+3y8tLGHsobBSYOB0qQdRsOz0s0JpOJms2mBTBvut7qoHZ2doz6YNGQd4hE5iejQoMx0cvLywGRhCTzuCAo+kVFozMd/eXlpT788EObCI+0cIA4FJ4Bw5bP5zUYzHr8QTMmEgn1+30dHx+r0WgonU4bRchi9KiNKAUPH4lETFxAXmlpaUmtVsvyNeQ5eA4csFcqIZXGueZyOdVqNUNp3377rZaWlizfR0iN402lUmo2m+p2u8rlcua8SqWSptOpGo2GOe9Op2Mdh+l51ev1lEwmdXd3Z8otCmpRkVEAurS0pBcvXliOg0gYehEaBYRFkR90JQ4SAwdIwekyLuScQLREXuQ6WPjkXTxwAExsbGwY3eWjd6J0H215dSfvcXV1ZRuZdcG72eb4rZCCgkyf//JUy/e5KDOgnx1dN1h/UGjcAzrYR1PSPHom2vGlDiBln8/AsEgzQ8OceUrNRzs+R+AjTuYYp8n6IhLls1ZWVgL5GgCad0DMP+UfGFO+cJpeIIKDkuY1ivwtzqNardrx58ViUel0OvBsvV7P2o8RcQDEWINETu1228aPIlzWHmsdelya9wNFsbqysmItqaDTfHnHZDLR0dGR2VGOvPDiAj4Tx8G6Pj8/tz0C4MNeYX9RrsKkkD+E3gT4o57mXfkdxsLn/QBB9/f3evXqlVKplK0jHJQ/5NWLOvh7ojLsOu/0pus7VXzSXMuPEaceiRuygPyFUcYhLBbEYqB4cK+JZ8BBf15h4tVWvDyGxIsYSA4ygCxqNsGi8s7TO6B+NtZoNG/vg/Pyi4n35VlxVj4Rj8EGnaCQRClIHRWTioPyKMQX2fLc/A188trami1Uvs+Gp2s5i5WNxtwRvYbDYVMH4iw5S0uaOwnm1Hf/hibh8zzNA6IFpbOYpWArG2+8a7WaRbeeCgBN89mLtLOnEzFSGBDEGr5ImvFk/fH8GGivvvx9Lu6Beoy8CWvZU72Mh8+V8qx+zbEXWVdEY/4zcFBEXhgET8uCbqGViIw8mGP/kQTHALEm2TNEet42eDqO73s6F8PHO7Hv/T4HhC3OE/sLdof38YXXXoXIPPp1yecxv4wr+UCMvY/+/Drx8+aVaaw3xpE1CL3qI11/NIc36OwnD+5pSMA+xil6YIhNJN/to2IfzU6nUxPJeNv4utSHt/WwR9gIQKTfx35cuJh/bDzfe9P1VgcF2mMR+c3y8PCgs7MzQ6+j0cjCQ5Q6HLYGHUQoyQuBGFOplLa3t9VoNExMQZLch7M+KYjhHg6HOjk5MQeKEQDFZDIZy0fh6ckVwRkTZhIZEaVhhEej+UFtu7u7JgogegD90yyVc17gwdlgTLTnZ3d3d+39qI+BGvR8cigU0uHhoZLJpEWuGCqfB6JLgzSLRKA9VlZWtLOzYw0aj46OVC6XDc0yJnTEQHEFsqxUKlpZWdHe3p4Gg4EV3CUSCaPm2IB8Ju8LSmRzHx8fK5/PW6sTFj2IFPEEdS0sfpoWQz2urKwERAucMwXlSg7D18NdXl6q3W6bktTXeyDfHgxmLbs8ymatogR71158XurtjTbGwhd4Ug7hDXkikbAO8SBd7wBw7L5TBfNDkSuAUJKdJwY1ijAFFaynun1uE8dEJAXtijHkMyUZRc47QE2iPCSah97mvXBQfg9gjyKRiCX1cb6+kwKRAXVlUKewE+1221o94RAQMITDYTUajQBdij1hb3iVMPuMdMHS0lLg6Bv+PR6PjYrjnePxuNFyUPc+PwpIk+Y5IaKa9fV1qwM7OTmxz6MbiZfWExGFw2EVi0XFYjGlUilTh8IwSDO6G+aENABRN/QlNYSMB/OEncC2+WJ2InxJgXXF+uV7r7ve6qD8IuYBQCbklTxywENjYE9OTlQqlewBMQYeRbMAms2m9XZjoOFMvfSXCcTYhcNh5fN5k76D8qGaJBmS8caKCV9Eqp5SARXyHD6v1u/3jXIbj8fWG69erxsFORwOVSgUNB6PdXx8bE6X8aFw118sDNRxdEaPRmc9/lgAnlJlc3CwI5EZeSvf9t4LBqBsKWbt9XqmoFpbW7OcnV9AFPNJsroL3xFhOBwql8sZOuLZJdmmA7ENh0Odn59bLgUjByUyHs86sYP8qY8hr9Tr9ayu4u7uTpVKxfJHrB8oG+YVhVO73Tan5LstYKCgwVgrHHRHNPW2xO7rLtYuSJn98zohAQaL++A4GWdoMP8MXqQgzcUL3BtjBBBjfHAGgCmYAwRKROw+cmMseQ9/GKeP3PkbogX+hn3rKTuPwqGpvMKV/Bz7EZTu15038kR60E7S/Bgf8qHscx8pML5+HJmfSCRiEQ9rmXH17dkGg4E1JWAdeYDS7XaNNvYRIPcgGkI5Sv0YajdsmI9WJJmqkPwl6wFRDa3iPBVM3srTgZIsXULZxqJS0ncEAZgCIonSaXXHuoM18bQr6+5N11t3GY1TvUrNN/UEZRANsBHoaN5ut1UoFGwzeS/qFxkbF5SziA69ctBTNQyWP7KaRck5KBhQntvXXkhBysRTEH6zg85wYlBV5L4Gg4GePHmidrttZ1YxFqBhuGcoQqIGT93wrj7hT+J2bW1N5XLZIlF/D5AV8muvkkHU4rs5EFF6igj5rW/Jw3gunnbqJbBschw14+RViqwfHAbdEQaDga6ursxpsy480keWfnd3p0ajoaWlJauPYd0gKmC9sSnZRIy3jzIQCODMJVkdGREV7y0FKTf+/10uT/EscvAYLp+sZ53w/AA6n6dhL/Ffon3u59e0T5p7NacXUfC3jA0o2KvpPFDEsPv95dkWKDbACOuCefZO1yf3iRgzmYwJVfyxJIv0OvuVNcc4+/fGLoD8ic68sfT0Pv/POOEMUHN6ewYY5rm8ShBHjXGXZOASRoC1yeeSn2ed4nQAdjw7NpQrnU5bvpf/ogNgfSCMgGaUZDaIrh6TyUzUgf1kDgEtzAdsAJ8NiOfdAXSeMsQpczH3b7q+MwfFxvAoCjQEGgOZ80VdQLlcNooPZ8Jk0ccqk8konU7rvffeM2O7vb1txiUUCgXOvmGx4PlZgNBOHo14YwSq8Ul9EI6ny3yNTrvdViKRULFYNEdUq9XMgPN50+nsmO5Wq6Xr62uVy2XF43Er4EPZCCJqNptKpVJ2BDOT/9VXX6nb7Vr/wvF4bLVBIHiSnL62BNp1NBoFwvmbmxvVarXAwYtnZ2eKRmeH+fHsRAXeKFQqFVNjsrnZRDghnAQGgWcgOplOp1YfgUNi4WNoT09PbaNjkCuVikXqv/nNb0x5Bp/fbre1t7en0WikFy9eaHd3V/l83kCOz1ex+THM1LYcHByo1WpZKy6UU+TS2MgUirNO2u22Hb74LhdAIJ1O29yS2/OU72QyMcXsaDRSp9Mxo+idI2NBrmM0GlleAIeAcfBUNWvNNwYFtEBfYXTI1fkO5gAX350AwQCS+MXCT37GF9QxClMAAs44nU4rEonYfDIH5GH8uUaevsPA+5wPezwej2t/f9/AFGAnm81aaykEENgdLxJgPGEZqIeEOvXjQQqAPNbS0pKpbev1eqB8gz1IlMzJ4dipyWTWfYSDBPk9n6tinb969cr+DYigCzqiFNIX1WpV4XDYCu6xA9h7+uz5JgewWzwbe8LThD4KBhwv2mHemTH/vR0UAgNfEwMPzURQ9IecnMWAMfaDyIQS3hJd4LwYXO+NPVrxXDaiAZwRzpLBZiPiKOLxuC18FjdOx1OOeHToDTYKC9cnoH3fMNA4z0qkwCmxJP3Z+J42hCYoFAqGMgAHfA9DEo1GrTIew+OjQ36X6vXxeGyU4s3NjTlXaS5iAESQK2TBcGghYMHnI/w84Rij0ai9G/MJGFgUQYDMnjx5Yhub3/WNOkGUkgIUFKg3k8mYw6CIkLWBE/H5MI4WwQhEIpHAYYyMCQYO1A9qZV2/LbH7ums4nLXASafTZjhB3VLwHC+PPFH3+QJIT3v76NYbbugc35jUiwwwRqzhRfGNNxyIOYhKGR8ACmh/UUSB1B96C6VZp9MJJNDZ55IC64u97kGGB1Q+OubZpHnBqjSnBgGCvnE1a8ODGaIgH3l6VgUqkbw1+8dHWV4YxZd32D5aZU/hVFkniURC6XTagAUgATvD2mYfcq4b68lH0Hw+dYlci9EouV9JBkLYMwA27DDBhAcGOCze39Phfl/xd9C8b+tr+Z2dJHhwNjGdIZgkmkl6g+gPJPS0Aei11+tpa2tLmUxGjUYj4MS8YtBzn54WiUajJln2C5nWSIT7bEByM3QaYPGBiKi2ZnPc399bt4jpdHZ8PB3cvaFmEnHKDLan3JAzc1T8eDxWNpsN5ASg7d57vwEe6gAAIABJREFU7z3b5CBcWv2Qk4pG58ef4EjZqIsqPQwOKLTb7VoNFxSBJPtsFieAAQRErZo3fjhyNu7t7a1VhWMUJZmR9Iopamgk6Q//8A91d3eno6Mj47z39vZ0fn6udrtt6sHV1VWT4kI/xWIxqzkhAe4LcFl7Xr0GYgTFU2PVbrftxFBpTpmxoYj6iLTehvped2HIc7mcgTkiRxyCl8tjgOmEwP7indhf5FVgFTyN5GvBvPx8Op1a41OiBNaSVzTyjlCqvV7PzgyaTCZGr7LPJBllh5jBdxsnkoAaZp2ROoD9QCWMIWbdMYdQdT7vhZydsWJ8EA9AA+OMGUdoOwCjN+AgfD+uvgAc59npdJRKpcxI+3fwgpOlpVlLM86qwjHwX4BLNps1MRTnUrEuYrFYoKk084QiEIDmP5d1RS5amqsNfQ50aWnJThTwKujt7W2L7qCeAUlEVrwjaQtP6/HsXMxNLBYzUdmbrrc6qOvra+VyOWWzWVvEng5JpVK6vLzU4eGhFcENBgM1m00VCgXt7u7aefbFYlH5fN543/F4rFqtZgh/ZWVFl5eXkmaoZ319XZHIrEWQJMs1oQjDeUoKUI4gY38AWK/X09OnT7W3t2e9xkBLfAaRDwe64UzY+NRFgKaGw6E9WygUsiPIPR1DUj8cDqvZbJriDS4XRwzq8IlJEqlHR0eBBUpeCSMxGAyUTCYDvdUo9stkMspms0ZRlUolqy+CepRkgohsNmuf2e/3bbH6MfPlAr690c7OjjY3N/X+++/r5OTE6r7YCGwQWsTc3NyoXq9bHgZZOy2ByCFwb08h9Ho9FYtFSTPAhDAEUDGZTExZxvz62i9q5DDEZ2dnSqfT2t/ftyJrxhlHAtWayWR0enqq6+vrt22d37m8Y0EdiEEYj+dlBvf394HDPaGGKK7FILF2iTZ9vmARJXuabpGyBTAwbkTpGFycB9HZzs6OFdBj6MmXMtesFfpTtlotNRoNY2HI87E+fK7G03SkDqAQeV7EUJHI7GBO9hVrejAYaH19XaHQ/Dy16XSqUqlkRe48w8PDg9U4EmEBDKh380IEwKVXge7s7Nh+5BkZZ99TEJoN54LYCWNPkfKvfvUrSbJ2Wz4vHQ6H7Ty+wWCg7e1t2xvD4TAgAFpZWdGPfvQjm2uf1zo9PTVwD+hGSQs7RBrGAz1YqHq9bqciPH78WK1Wyw5PXV5etrFmLVL4Wy6XJc0AIHuXjvWvu97qoDB8PDybFk7Rh25QbISMIDFeHnqGRchk4mn9l9fWg/oWE4I+oYnBJAT3cnKPPJaXl83gsSEQV4D4F5VQ4XA40EaETQPi9VEEoTaIgnfj4vf8OzAevkDXn0Trk6Z0gmbDeHWRT85CO6ysrBilBUL2FekgXeYH5OSFDV74ADIk1KfbAkdP4wQoROS9eD7u2+l0jD7AILB+Hh4e7EgLRAvQW3w2yWKMAEDAy8n95REsSXI2NAIM5o6jVaD1JNn4+7zBu1J8Hun6nCx7xM8laxAqiDW96KCk+blli1SY/zl7yX9/8fJonv/3+5r1idFB7IFRB7XjQFhDnoZnvj2a5vnIpfrnCYVCxsr4NcjPfRSA7fDv6yNd/z5IrRfFUPzO4sU6w5ljBwEFzC8OHvsHC+SpXD8P5GiXlpasQXAkErEj3S8uLgLv6wUkXgyDnWGdEDHxN+wVX1jsO5Azb/RcJdft0zlc5MUAw1wIqur1uj0Lz+HXdzweD+TYGNs3XW91UE+fPrXOBa1WS/f399byBrVXOp02Y+JzQfDj5D86nY4VZrJgiQhwXoTrXluP0cUpghJISvLSTD6dLx4eHrS9va1cLqfl5WVro8Rnk7uJRqN21Lxf2GzIpaUllUoliyZ4n8FgoN3dXV1fXxunfnd3Z51/ofzYIITMUC/SvHcfSIvo4Pb21qTzdBePRqP693//d8vzQCH4/BPdvKkfy+VyFjX0ej1dXV2pWCxqOp2aqpCNwyGCjx49ClSPe0SIgyHiWl1d1atXr6xFEpsGcEL+ASqL92u324rH41Z3A0LM5/Pq9Xo6Pz/XRx99pEwmo/PzczsssVgsan19XXt7e4EcEiffgrZBijgVNrmvX9rY2FC73dbNzY1ub291e3urer2uq6srpVIpbW1tmRHmKPnJZKJarRZQ4r3LdXt7q6urKzuXyO8bxsvnQqk9AcUuOqVQKBQwKkibPTMA4EG67nMlfBagB6UZ68nnEXGOPFu/3zeZNejZ03W+CFuSCXVub2+tTg46is/yQivsAWAPuploS5qzKgAsDwxR/2GgPbUfDs+OY2c9EqngfAHki3JuIl3vPL0oZDyedX5HGAT4ZG4RKOB0sSE7Ozt6/PixCoWCstms+v2+vv76azvzzeeKcWqsB+hLn/8vFAo2ThcXFyqVSnbeGbaTo+SpGwM4ouTr9XrKZrPW7YPPI9K7ublRu922aNoLarrdrq1FTw1CBzYaDT08PJji1h9ls3i9dZeBLnBIqVRK6+vrgaiIie90OuZEOBqDDchiRPXGUQHkQTBQ1MIwoRg2r7qDtqPrNPmEpaUlbW5u2jMRmodCocAR4xg2XwzLAiTXhsHyCd5qtRqoqIf2QAkjyZwDmwc6VJK1JAmFQrq+vrb+hrTbp38cOT2cSL/f1/X1tY0xaAmaI5VKWauiZDJpUS9O0Pdzo68iIIK8Gy1iUI9JM+dJW6BUKmUHQBIpxeNx/fSnP9Unn3yi6XQaqAkBOVFDASjAoaTTaaXTaWWzWV1dXRmVgMjho48+0tbWlpLJpH7605/aOgQ5omyD9gCooI5MJpNGkWEoAT84m5ubG52dnen6+lp3d3fKZrMql8va3t4O0HBEMDgJOuf7JsfvcqHSw5jjKGATQJPsGRw4YhmMJk6S+ZTmUQWFr8ViURsbG6bg9OCN/QtNm06n7VBSVG7kU0HuqBqJxr0AwKtpeQbAAsYVZ0Q9D0ftEJETRVFoisFjPDDE5JpRQQIsAUY+aoIyhwbEgRHNwkqw33BA3Ivv+7onHCS5K9iCcDhsaYzRaGTdHrxqlbGPx+M6ODjQD3/4Q+v1xxzV63U1m02tra0FqHifdgDoMf/UYo3HY1UqFfs9X6iNc2INME++jAZ7XavVVCwWrdDfi0X4XeYun88HKPFMJmMRoSS7J5Q997+9vVWz2VS1Wn3jfnmrgwJREer5jeulgp5u8tQLvCvGH8dGyOcvEBwUDoqUxeM9iLhItMLPo9bhGXx9BYbBF8WxuVj8XvjAhHrD4UUBOC7kvZ564B24p6854bOgAaXg+S+epvDiC08Xgrx432g0ajJZkDiGimf2By+CxqA2pTlC4z0wxhhzr/ZBiZbP55XNZs2IEUGyVtjcoC+AAZuGiIQIEgMWi8UsaToajazfFxuw2+3aEQteOMP8MtZE6P5LkkW1rVbL6DboKcbHz51fpzwnBvVdLvYHlDFzhMPxFDfz4SlxaoZ4P55nkZLic4lyiSZ9IhvU71VhAFBoG54RwwYI8Io2nwhnr2DMuBcAz/+cy78r6jbWLA7KRyDSvJDW07nYJuyKd9gAOZ6Dv0EA4EG2p9+9cIvnBNQyFovvzDNjexhr8j+8G/khjuqJRqNqNBo2J/7EauyGF5SEQiGzez5i9s/i0xSAQyjX4XBothkbwjhhawGTPo/E/PBOOO10Om1n0oVCM3k+9Yv+91k3fs0Akt50fWez2Ha7bQ1JR6ORtfQBWaMWIwGPnLparer4+Nj6zj158kTb29tGS/i8EQYtGp11S/jFL36hq6sr63JAzgKakfqC29tbvXr1ymgDwn0WFKFjPp83lReTyN9g6IimlpeXDcVgUFGoYUxBLfV63VBPJpMxB/bs2TNTJXE0N2dVQfPxToS5vrL8+PjYRCCPHz+2TZHL5YyywUmCvDDu0ryuhc1/enqqtbU1bW9vW4U5MmTaBZ2dnen09FSPHj3S5eWljo6O9Nd//dcWEeM0er2ePvzwQz19+lR3d3dGDSKlz+fz1om82+1qd3dXkUhEV1dXGg6HWltbU7FYVLPZ1NnZmX72s59pPB7bYYK8D7mgvb09vXz5UkdHR/r4448toqSlkqeLUPChbCQyZuOHw7Meg/f39/r888+tKa5PMvsOHpIssmc+fd3au1xEnUTJGJtqtWr0FBsXunc4HCqfz9v9YCCy2axtduqDFh0mh/+RwyN6gVnY2dmxLt/Ly8uWt6UIvFQq6fLy0qgyOoBIc3GOLzQHpGD4MUA4GfIjkgxgwFaEw2Ht7e1ZATyAgrwa+VjARb1eNwBLbzsfKWAMcRjYDC+a4oRun9smEvGiCGkWKaFIpKFxKpWyJrK0XYtEItZazTMC4fDs/CTsDpHtwcGBbm9vVa1WdXl5qY2NDcs/ES2hKmV/Qx3W63UdHh5aRL+0tGS1XawZKEcPlHHUXvwFEN3Y2DDGg/XqqV2cIIC5UCiYGKXT6VgnF3LRCGdgPgDBrDkEF+R6X3d9ZycJkP3l5WVAhQLlxPcoMGs0GioWi1pdXdXm5qa1mQc9wOWCgHyhokdfPukozZAAR1TgmPxARqNR6+adSCSMPvDOyA+Ej1ZAFaAMjnCAt/dJ4EKhYJQcbXpisZgt6Ol0qlevXhmq4dh0esaBguHxyZ9MJhMVi0VD95xSeXh4aEeRQJ0mk0lbDOl02jp7Y6w8CmKMpFmvLdAS8mU2ajKZNCe/ubkZOM6k1+spn88rmUyac65UKup0OqrX62q32/rggw80GAwsvyLNKBxk7VdXV5ZY9pTk+fl5QPQBEmYjQZNy7AabFPRHr0a4eUmBujaQHv/GSHIw43A4tHFbPLqCU3ChMED219fXb0V9r91o0Xl9HPkaHzXQMw4qC3EMTsHnZTFS5Gp83gZjizKt0+nYAYOj0chqAvf29iyPPBwO1Wg01Gw2DYhSE0avRNS5T548CeSDvVxcku0FKDTAAfsMaqnfnx2Lsr29rdXVVXU6HXMiCLHi8bjNkzSXeHP0CgIXIjxfqE90iSEejUYmyWcP8bt0VcBO4WyYcxgbgC92g7FhjZFOoPbS168BBmKxmMm2Dw8PDRiXSiU9PDzo8PDQKLHhcNY2jHWLIpBoF0qeZ3j06JEpP9vttqkQkeD70xkoRwF04ej5Pjad9/Znu7EevLgLW+PLjZrNZiBNg09hP+BHfOT6O/vmbZuKRU1IySTwkPf395b4isViVmmPoQB9wpn7BCwDS1QC4vH0IYPJ9+7v702e3Gw2bSGQs7m5uVGhULDFzQRgaBdVTp5W8bwqORyiO9AsRgzpKglRNqA0M5S1Wk2SLIqDhmPRLYo6eF/GF7ppMpn8TjPIdDpt3RL4exKb/mwVxpJEJZEJ5/kgyybxyVHP3tkSbRGxptNplctlM1b1el31el03Nzd68uSJvRNGkihxMplYjRL0A4sbqT5iFxAnSr1qtWoFyzgvkriIVVhbGHwcCWOxmCRnbfK7/nP4ObJ9jL6vOfNqv+978QzQhF41R74SRO/pIqIbKF/en3ki8mGt8nMiDE9lSTNFIsYNMIPkmiiHMaGOCvk7z8XY+qiIPeWVe14pCqXOXoN6WltbUzqdtq71iENA7YyPtwsrKyuBHBF73NN+zDWGk89GCeptiy82ZQ1geD3yX3wX300BKhLBB+UM1I/x+dRlhkIhnZ2dGW2+tramZrOpVqtlEnqoV+hzIhMiah9VDoezvp+wW4wHNpBx8OsRm+NPZeY5AVNExq9TXvL77GmvLITJwJl5GhXA6NWqb9w3b9tUyHdXVlb00Ucf2WIBacE/cvYJqpqvvvrKCmD39/clzbpI53I5q0Rnc6D2kGR6eGqOlpeXDU2gtjo9PdXLly/NIN3f3+u9997TdDo1hdR0OtUf/MEf6NWrVxb5+ehNUiDJjSpuOBwGjv+GilxeXla9XrcNSB6EIrN4PG6bHL4Z47Ozs6PRaKRvv/3WxAk0Uw2Hw1bTdXV1pc8++8wS4tB21DlwyB2Fjv/v//0/3dzc6OXLl4FFgSEqFApW05DJZFSr1XR4eGiLt1KpWA7ClwdI0unpqT7//HNrr0KUi/FEwfPixQs9ffpUP/7xj60HIfP28PCg4+NjFQoFra6uql6vq1arqd/v6+OPP7bxXVlZUb1e1xdffKE//dM/VSaT0cXFhTY2NrSysqLj42MzqMVi0dowEU3u7Ozo8vLSFHKFQiHgzHzOkzxnKBQy2jIejyufz2s0GqlarRo1lkqltP/b1ji1Ws0+LxKJ6PHjx+9M8QEILi4uLKK9vb21CFOat4lBvCLJjjz357BR4C3Nj3kh+ucIe1pWNRoNiwQpVoeGOj8/V6PRMKD1/vvv6z//8z+Nxtra2lI8HtcXX3xh0bovWgbAApiI4qBTAUSJRMLqq5gbad6vbTgc6vr62mhrVHgUqGOMuQegBVETF2ifPT4YDHR6eqpyuaxsNmvHtaNMZl2RTpDmHdbX19et1osaK9pc8X6Xl5eBIl6iYoz5zs6O5Yo6nY4SiYQ2NzftYFJSI/F4XOfn51paWtLGxobK5bI5QgCyd0woTlEM42ixGaFQyMRCOEmcBwCDujbG9uHhwepSqQfd3983EQr5UsaIz8LRAUo2Nzd1e3urs7MzFYtFo6GleX0rzZy/+uorffLJJwbYX3e91UGdnZ1Zyw2f4Ac9Yrjx0iAvac7bUtgGxQav6pPr8MYffvihhcZQYfCg8MaZTEbPnj2znI1vOEk0hhyeymnk1kRwoHUGHKSB0wTFgV6pner3+6pUKjbYHpnyeSCERSEI7+tVUaBgUAQTzvOBYEC1bKSrqyt7HrpeQIegivOLsVgsWrcFEt/kn3gmumr4RrjQROFw2FSMnmbtdDqWZ0QSG4vFtLm5qVarpaurKx0dHSmZTBrKZI5AXxRR0jEDMQfoq1Ao6OFhdsKul/0T/dRqNUOs5HYw4F4ezPzawo/OG5nSa3E4HAbOw0JSjqEfjUb2PKzP73uRQ+A4AzpseGDA5RVXIPVyuWzvh/OBskO2m0wmVSwWjb6jvgsaSZI5Xy8SQfhEJ3eeF8GET/D7dU2OyCvboGYxpgAgyhCgbVnT7GNoVHJkGHkiFNaMND/+HSAEcCaKiUQipigjzzEajVSv1wOqYk9VcS8fnTBGo9HIiky9ujOVShnNiGPyLMb5+blFPRhwivH5HKJM1l0sFrPcVSgUsjn0+b5arWbSbn8aAk6PZrTQm8w980UtIzk5gBqAQ5pT4FCLRDxeDOfPnkPYRpNuL7GPxWLWixRbToE0dZdvut7qoC4uLuz0SZ8zIWTNZDJqNpvWzYCJw3FQfc/moaaDxUUFOx74Bz/4gVZXV9VsNn/HQcViMXW7XRUKBUuyY9ShH+DmB4OBGbRYLGZqM6/yY4HwxWCCCChqhbYEvV1fXxsFSLshUC+O2ici+fzFhDSG33PmbGjEGkSkPi8A0vE0CoW90JJEc/Dw1FRtbW3p9PTURBZ0tSB/1el0dH19bcIJogTeG0k8SVxEH0QwOFYS+u12W+fn5ybPXVpaMroRpM1x9FtbW3aMyc7OjjmM3d1d69wwHA61sbFh5QScxPz48WOtra0pEonYM3kKzc8JBhjHQBQLFXN1dWVzUK1WDWkeHR1pOBxqfX3dcjrvcpH8J7JF/kzbG+huRDk4KAQKxWLR1kw6nbYcQ6lUUrfbtU70dHCBqcBB4QQBjsfHxxYhoLhqNpsWBZGzYW/4HJh3UHx/kWIE+LDPAarkrn0OaXV11U6aJk/EHGEbhsOhlQx44QsiC5wOXzguRAaj0ayJMWCVdeHBjFe0IZwiKqETDhJ0Sl0QnhDhkKv29pNIqt/vq1qtWp0U78/+w5mTp6O8BWAPKInH4+ZU/NlavCfOjjyaGfvf5jcHg4Gy2awBhM3NTY3HYzv/bzKZWO0leTCcFXV7iB+QofNO5Ma9ApNCZBixRqNhAjjs3Juu71Tx4cXRudM7jyJdNvHm5qakGbrBM3qUurq6quvra0uCEt2srq6qVqvp8vLS8lwgNRA/CwYFIDkolIQgPxQsHPfBpJ2fnyscnrUIwUBCh2E0QA9syHg8rq+++soEEolEQrlcTj/4wQ/UaDQ0HA61tbWlo6Mjq1MisQ0C8gV89/f31mMLh8pC8lTJ/f29vvnmG6s7efr0qdVDZTIZ63eHwYaegr/GUP385z/Xr3/9a/3f//2f8vm8oS+ff2LR+rqSp0+fKpvNqlAo6OjoyNo++VqV+/t7E56kUimtrq7q5OREmUxGe3t71mrpb//2b/Xy5Uu1Wi0lEgmVy2VlMhlVKhVFo1HrNwZtRzQKrQzyQv6PXL7RaARk8ufn54rH49rc3DTRBtQHdA+GDqrov//7v1UoFKzQHEDhu2/XajWLJvf39804FovFQDT2fa5ms2kiEfI+z58/N8BCBT57AkNCx/vDw0NLtmNcYA6oYcPZPH36VEdHR1Zb5+kcQFOtVlOtVjOg52mqpaUlbW1tmZDBn8Mlye53enr6O7J4v54fPXqkXC6nTCZjvRTpdxiNznpOXl1dWcTKZ/vaOQzj/f29MS+ADBw4hh0qy9NZkixPvL29bZGbNO86znNHIvNDQ3G4RLy3t7e6vr7WH//xHxt48AwGz8AVCoVMoXt0dGQ0Wrfb1fPnz812VSqVAIWLuCSXy2l3d9dqmjKZjDVVZdx4F9YNwPnJkydG/x0cHJjjr1arSqfTKpVKtkegSFnX2EycF+BXkvVAjMVmzWzz+bwKhUIgV09kBtsFGwC1jQ0h/cC+fNP1Vgflk46chkt0hCzW1454dMWCZ+BZfDg832Rwa2tLjx8/DlSCe2UIogQoKTy0V2eFQiFTqRCV8TwYKf+73mt7xQ8DioKPDc1/6T4ATcaGfnh4CHDlGFnQMAiK1kM8E6o4H+b62hHqC4iymBfydLwz4w9FSuE00QbIFEoB2TSbnMQwSiaOkkZ4AJpCQu6jTxZvt9s1Qwt6YuNAfwJ2QNOIM+jlCH3DRuCARPKE0K+gc4o+ATFEsr7w01McrB0UcoyDp6SIylnnyKHZtCSR3+Vi/umVxhqBzvIyc/JdOEEQNMKORqNhzEK5XLbuIIlEwqJJHLXv5IGBo0iStUDUhGNgPXp2gTEjMlvcQ3zPAzyMaiQSMfoYx0sk6BP3HpR6kQRfgF7f9w9q7U21VkQe0Wg0kPulswV2xq9VSbb+Adl8v1arBSToPPdiMS6CDMYVis7nRCUFvs+z+/0PMwV9NxwOLepjvS4KebAJ3q4g7ya6hIpEVSopIAzxojIiZNYnQQNjhw4Bypox42+Yf+bNr/O3CSSk73BQ/lTIy8tLxeNxbW9vmxIMD0xk4x8cA8VmJAyMx+PWCYDWGx9//LH+7M/+TJ1Ox8JYHBvtg2i2uqgsgaKCx4aGYmPCebP4fbEjk+fDYNp4UMktKVCjdHh4GOB9oWYQVFBTQAREEpqkrySjTiQFTujknVD5jMezo6Ix1shoQZdEU3DLGKzl5WV98cUXSqVS+slPfqJKpWIqOpB0Op02ZwGKJP8G3UdC2EtEv/32W2sSCX0EzUjyltoIoqpEIqFut6tOp2OyeoAKUcv+/r4puaCEotGoPv30U+s8AeIib0LSFeopGo2qVCpZFMK4eIRJTmBnZ8dUT3Qi8Ye4cfgh9MTJyYklyiX9jpH6rgukjfoTqbOnQaR54Tb/hUKHs5dmEeP6+rqKxaLef/99S4jv7+8brXdycmJCHgwlxq7b7Qbodp9XgHL1ERWUJGUGULk8OwaUNYsyr1wuGyglbwk9trq6aifAQr8xT1D3PAf5WhysFwsBHDH8Pp+HwfcMB2t3Y2PDSiiIvMbjsVKplCmCpflBouTTX758qeXlZWWzWXOMpAJQ+nq5O7Jw6gAB0jhu8lD8fywWM8ceCoW0vb1tpSfQutRPsvcBC1dXV7bWcIzYi8lkYieAQwmzH6rVqiKRiIFZbAK5W98/kn1GyqXf76tcLpuTkmSREkwYESgRH47V10e96Xqrg9rd3bUX2tra0ng8NvQsydAqRqNcLqtUKqlSqdjiyOVyarVa+vWvf61f/vKX2tjYsM+m4y0tSKBlBoP54YIk2NvttvH+OB30+STM/dEd0eisOhvkRt0DA0+eByPmawboqA09SWEkoSsOmqiSr3a7rW63q4ODA00mE+vsy3EVOFzu1+/3LdFKl282B443lUrp5OREjUZDz549s8hheXnZDMY333wTOK6dAyChDOjvRX4Guo1kKqE574QhRfgBNctiYkFNJhMDFah3qtWq5e+8PBeDN51O1W63rZYD43R1daXt7W2Fw2HVajU7uVeSScpp74MKj0ir2+2awg0E75E3URr3z2Qy+su//Es9f/5cV1dXlqiFIcApv3jxwowvlOqzZ8+s0/y7XBSI4kyJpkCbsAEYZn4Xpeh0OrV6tD//8z/X06dPTRULYHnx4oWOjo704sULjUYjO6qEz85kMpJmEXgymTSVHE7Ho1vPnlDsOhqNlM/nreM6hoox5zO2trZMOcfJ2tQATiaz01pvbm6M6o1GoyaX5l3IkQ6HQzPaRLCULxBB48wBpSjXYAIAp9T2wRrAbNCt5ebmxur9tre3LeKbTqcGnPnM+/t7UwIzfqx37AOnPpD2wE4gZGANe7AMWMDuwj5R4kKvO1R1pB5KpZKePXumm5sbnZ6eWoGuL1s4OTkJCMWYZ/ogXlxc2PPCZMAwwOJAww+HQ/3P//yP6vW6/uIv/sIK8L/55pvXMgwIXUi/0NwAJeWbru/seEk0w1EXLEgUezgiaJvxeBxop48Hffz4sQ4ODqxamQUMr02khjFjMDCAbBAMBoaV34fLxCj50HljY8MQDxPg8xM+8clmQvABOmHD8v/IaDHW3miDpnzEw+Znk0FtQHmwcbwaKRQKGRUF/4sh9RX6OFY6Y1BHwb1wDp6WIbdGQhaZPSgXOs6PE++H0yFSJSrT7EWMAAAgAElEQVQhN0loT6KdZ2aeKY6lQwdGyncHYMxw1L7OgjwlxgFRAxsJ1M18c/l6s729PR0fHxtKZA6IsslPQlWw7rwK7F0uT9N6BReOleiDPca9PAWcy+VULpf15MkTS2KjNOt2u/r22291dnam8/NzlctlGzccLqiW/n44Y3+Inq/R8+IBonUcBfPqhQGsXdYsgJajaNg/ngrzAgcclEfqzDm0E/fyNoLxw3guzjnP6QUyfB7PAM0LqFvsu+fFTJ7Wxoj7GlHWiAdmnkrke+yjUGheZ4qilnHg+XyOi/XOegW8ULLAvAP0AWyL9stH64wH7A8AwTc44J78++rqyqhpeosikiLC9gCYveYvnOWbrrc6KJKal5eX1hKjXC4bGkQswIsPh0M1m009f/5csVjMwtAnT57o7/7u7wLJVC6foMVIgiju7+/17bff6vr62nJQbFzuh5HkM1kYHM2ey+X0N3/zN5ZcxWijQiNBe3t7q1qtps8//9xoJxAMct9wOBw4LIxiYaq3MQLVatWMZavV0ng8DiQFz8/PlUwmlclkjMokvwUqJDxeX1+3ZpIgLwx7KBSyomBUkzh+uqxXKhVD0alUyo59Pjs7M+flK8/r9bod/X59fW2IlCTvN998Y5v29PTU+onRvJXSA5w8kQaJcRb34eGhXrx4oXK5rJ2dHf30pz81Kgbp6mQya7nDWCIpp2cchoy6HkQIUC2+yh30jhGggwGbzlPDvV5PtVpN77//vkWR5EtApu8qkgCIEIUMBgM7uJB14ddYJpMx2gTV6R/90R+pXC6rXC7riy++0Pn5uX7zm9+o0Wio1Wrp8vLSRBSMGcaWKBKBEWsGwQNn+RSLRVuL7Lder6cf//jH+tGPfqT9/X073JH5Jrfg1V1ra2tqNBqqVCo6Pz+3PYRjDIVmKk7AkFfE+oNFoYXIl4VCIcs7SrNaMvLSUMRSMKphLVDojjAL8A34KxaLuri4UK/X08HBgT2jF3wxdqyT1dVVbWxsWCTka9o+++wzU64i5IrFYlb7hGITW7q1taVCoaDnz58rEolYSgSAgnEHUBKR1Go1ffbZZ3r27Jk9M7k6zvRbXV1VNps1x4Sq1BfsM3/Ly8sqFova3Nw05S/71vcIPDs7M4CxubmpcDisTz/91AqPcW53d3eWzqnX64Ex8qKV111vdVBQTAwqCwvpM91/Cef6/b5qtZqy2awGg4Gq1ar+6q/+Sk+ePAkkzSQFUKivueD/vaqHw8qIzvr9vo6Pj83oUpBWLBb12Wefqd1uB/hUFjSRHYMjzc+rYqCXlpbMAbPwyZcQMoP49/f3TWZKgTAGMx6PByT6tNFB4knoDeIgKri/v1ez2TT6s9ls2gZDmZjJZHR1dWU5L/r2ra2t6auvvlK/39fm5qap1rxKjY4WtGQJhUI6PDw0ZJXP55XL5UwY4AUP0WhUe3t7RqVR2zAajXR8fGzy12KxaEXV/J2Xlh8cHCibzerg4MDaSm1tbQWa9Pq8Yr1e1+3trRXv4jDJl7GJp9OpPv74Y+3t7SmdThsg8dEUQIa86tHRkZ4+faper2f9ADE0X375pUWx9Py7urqynMy7XMlk0iTHCGU4Akaat/GZTCYWFdXrdR0cHOgHP/iBfvnLX1pR6T/8wz/YPFI0Px6Ptb6+boBJmueGyuWy5Wxubm50cXFhrAjHilP0itNm3nASpVLJ+uVhVAGL1OoRaeFcEM1Uq9WAYsvX+gFGEHR4w4xjYL36YlWMMPsLqpgoy0diOJnhcGiqORgGH22zh6bTqU5PT+0elEyQn+P3Acqnp6cGAr2IZG9vz5wr0etgMAioUGm8DBA4OzszKpb6ImwruWjGZDyencrwwQcf6Oc//7mV6Hz99df2jLARRJ7YG/YkUQ1fS0tLymQy+tWvfmX53JcvX6pSqZgj58Jm+miLCL3dbiufz+vu7s6aOEQiEcvxAbbp9fqm660OyquJaF8EJxyJRCx85P/h1Qk1Y7GYHj16pO3tbYsAMHhQCNCD0F4+qUfOyKNMJM4cI0Fim+eg0ad3iGw0QnOPVqX5MdWLoTcbid+HTmNSMM6etiOhymRTf7W2tmY5H48AmWivNoT6AVnwHP6Z/eYjOUxu5ubmxqIKFiXjD/3o60r8Ik2lUpbEZaPbYvltkpl58ufOEI1hyJlj1JrQkxggal8wVJ7r9tQqz41B510xOJxnQ70bZ+uAzgAUbBBPxTJ3zCvrl8JfmoGiyMKIYITe5SJviLNn3kGTXqUJ/YdRSaVS2t3dNfHO559/bswD6zEanZ9b5cs74vG4SqWSksmkiYE81QMTATXFel9UYZIrIP+DU+OLnAXHvUBb8cX4+S8QvBc8+Vwc48Z64518vsuzJ76I1o8xv49RvL+/N0fkf86/R6PZGVeAc96h3+8HpOSoKhFN+TmMRCKmrvT7i7WMkMzvDyhHcvLkK/0X48L8QHFSk4X9hBZkLSyOO1032L847FQqpXw+b7WIdKxAuczfLH4xf1C+zBn23dOT7EloWUpeXne91UEVi0XTwvsJJ2larVbNUGN0UfA8efJEv/jFL7SxsWHoBtS1vb2t29tb6yKAg8JQUPdxdnam//iP/7D6ITosVyoVG0A6O5AcjEZnnQGur69Nio0KD0oByoc2HlAQoC+QXTqdVr8/O8gLocH5+bkNtCSjTpgYFEHUehEyExGEw2GLPCKRiJ4/f26/WyqVjM9G+ffo0aNA8rXVaqlSqeiDDz4IqBrpngGS8Rw7ysnz83NrX4RCLxaL6cMPP7Sj7svlsobDoc2tNEdvbGQ21yeffKLT01OdnZ0Ziqad0Wg0ssLRdDqt7e1tO9gOgw99R4L6+vra/o7vc/z7w8ODrq6u7Nyira0tM+6vXr1SIpHQ3//935uhYNFjYL1Rw0h/8MEHmkwm+uyzzzQYDOwMJcQmKysrRvexAVlHb2vP8rpreXlZ7XZbX3/9tRWt3tzc2JlbGLtQKGRrjUJlOvr/4z/+oy4vL1UsFgOnAFN8S76Kd81kMtrf39fPfvYzxWIxff755zo4OLAuE5zFgyPEiOAgMVzb29tGHV9cXBjbgWNi/2cyGf34xz+2aIGIhnVPvsaDTYyw7wbiI2laI7EvMLi1Wi3Q1R/gw75EMME8QZlTGpJIJMyZEbEA3rADNHrGcadSKXW73YAQa2VlRVtbW+Z0PMg9Pz8P5Da9YR6Px1Ybx/tRJlCr1SxSRZ2LGjYUmhX18qyff/65fvOb35ijhKr0qQffhNgLpwqFgra3t3VycmJ5zA8//FDr6+taW1vTv/zLv+i//uu/AnJ8n4MmUqpUKuZo9/b2bB0nk0lrdyXNxE6crJBKpQwAoG5+3fWdERStbbw3RmFULBYN5V5eXhqiIcfTaDRs8ulQgCQTtEoI7CXPdCs/PT1VrVazaOyzz/5/e2e22+Z1vf2Hk0SJEkdxkChLtKXESTzGbpo0QFAgQAukJ+0F9KBX0MvpLfQCiqAFig5oiiRo46RJYMe2ZEsiNZASKYqyZlLk/4D9LS0KsRP3O/hyoA0E8SCT77v32mt41rPW+sq8Z1h40Kr5bs8GvHbtmrV9IfogmvBFdrD26IZANIXXR4NY8gf8+f7+vg0RhOBAWyiUEoYYSI28CLg9leBMrpT6sCawFcli/35S31GAEs8zjI2NGVvKX0gEnSQmCgNhXVtbM/gSA+6VFJR2nh2vldAdZhdMqe3tbYMiwfh913S8dNiKQMOcI7k99jiVSmlqakr37t2z5/QtZcLhsJEt6vW6Wq2W8vn8QCIdDx9jT04kEono8uXLlv+gDxrPByS1vb1txdDkAF9mEZHTrDQUCpmDxKVHebEXJOpREJIGqMieNIIni7GA+pvP502R/P3vfzdoEJakhyoDgYDRgdnf8fFxXblyRZOTkxobG9PS0pI5Er6eKZFIKJ1OK51OW1QryVpweXKVJxBAXyZSJspFmfuiWJw83heUxJTZfwkanr7sqei04fF1PrBvYckhU546D5KBc0b06Ts8eMKVl0v+nPcMBoNmpDudjuk2SlV2dnYMeeH7cESQWZw89g2HifZEwKvItJ+mTKR4dHRk+XFk8ODgQMlk0npecv9BaTx6hsMRCAQsfwvRjDPxOp135nMgkIGGPW99J4uPD/O1JsBu9M+Cdkr7FhLAm5ubRiuHlkpSFc+C8BllTyud9fV1MxoI1dLSkvL5vNGxYTkRVhO+gnFev35d77zzjjGz2FSEEVy52WxqZWVFzWZTpVLJDpaQPhqNWmU2lxFPxit0vG7C8XA4bNBRu922ZCWGAdgBpYLwk3xG2LiwGAAuwvHxsbUd4t04M6IUkrkocYQNY3d62u/MQCTohYW/90qA55Fk82fAlXkPWGLMmQJW8RAOUOz4+LgODg7UbDYt2cw4evZvZGTEiCI0DsZpYoqwLwJvNpvmybH3nrUknbGqQqGQRflAHPw9chUOh83w7+7uWuHzyyzk4XxhKbLtc2S8P+eBd47iQkZ4Pm+8OIPp6WlT1sze+vrrr+1+bG9vW74RAy7JogfOKxQKqVQqWS/HSqViCf+TkxO7S/R75F75eVp48J41iqPg2Y28D4Qbz6ojRwdRgnPh33D/SdCTAvBwMwbFs3i9fHOv/f31lHu+30PPkgwZ4vtR4OSoJNnPYmA9BA7UR30a6MDw8LCazaYZVPbBd9lHlpjX1el0zCnmXHk2OqR4csr+/r451Z1Ox7rDrK6u2p7j0PqUgmcrQlja39+3yN6zL3nP8zqKnKTXL+fXCw3UysqKwuH+EMHt7W3LQcDMoh8dUAV1UMyW+de//qVisWitW548eaJgMGiYOAyUZrOpRqOhL7/8UrVaTeVy2fo0ZTIZm946Pz9vBgqmnK8loveVJD169Ejvv/++JYE5LDwZIgLqcprNps0v4kDK5bLVGYCpl8vlgdEUjEWGuba1taVXX31VgUDABqtBUiCCYdZOKBTSjRs37PBREvxdr9ezSI8+hNQzIWzkYmC5SRpIPhNZEaVcunTJ2EgjIyNKJBKKx+Pa3t5Wq9UytiZtT/Akl5aW1Ov1DJ4i/5NKpQwuQMFR4I1DMj4+rng8rkqlou3tbc3NzVkdCKy4cDhsLLpisWgKHJitWq1aAXA0GlWlUpHUr6ejxVO73dbU1JSRKeiAD3SFYiQywKsn4Xx62h+XnU6nNT09bcnsqakpVatVHRwcaGpq6n9qFpvJZKwrPK2wODvISMjm66+/bpf3k08+sTrEH/3oR9aLkYgpEOgXwdJKC8h3b29P5XJZjx49Mrjz+vXr2tra0s7OjingoaF+Syf2BJaq1I8iCoWC3n33XXU6Hd2/f18PHz60vBdGaHh4WFNTUzbD7MGDB1pcXFSxWDQnykcC5GWB+H1O2Ct5z/Dl3KLR/qh05ouB4iDTRBqwSIkSMS5AXtFo1JAcIgGUejAYtE7u7C8wvHSW1wLS455R+4Qxoc8icBzPgNGmyQF7Tesgaj8p85BkwxIxsOwHhKFQKGTt4pgt5tt2SbK+mOgyoi4iyPn5efV6PZvUC5sXslU0GrVasmazqZmZGZVKJV26dEnVatX6tLJfNH2GTDcyMjIw1y2bzerGjRu6fPnyc+/NCw0U+QBYY/zet1zBI0qlUsbhxxB0Oh3du3fPhAFrTkHcyMiIVlZWLN9CGO8vClGDp74CE5GAA5MlzEwkEvr5z3+umZmZAQEHouRS+NoG30kA2jQkENg0CCXKDUHEc4BVA67Mz4fDYetK0Ol0LPkuyVoThcNhFQoFdTodra2tDSS+O52ODg4ObHTI8PCwtcbnEkNP58JACaXqnkvs/146q0viImBEJRkEB1MQYeN78SQPDw/16NEj894xtru7u5ZPIrqFzUhkCZPNNwIlgpTOhmY2m017T+SDi5fL5ZRMJlWv1wcq2g8ODlSr1VQqlQbglv39fd2/f18rKyvWIBXKNdH39va2XU6iuKGhIYs4XkSN/bZFvRa1Yig5lBOyw58Bex8d9Tvo0ztQkvVRCwaDtg8YGyjzXqmi1DBUKDQWzD2iAuCna9eu6dVXX1Umk9GjR4/0+PFju9fIE7AaedadnR2LFiQNEF8wGKAHXl7pRAN0jcLn//l83qAwHCvPfqVwl/uB8QCJOE+QwnB44ggNZsmtoY+IevlcH+1BEDgfyfHznqTgIT6fa/MQL/qGKB3D5o04ck90A8zId3tSELqXXBvON04Izi1GD+MEmkCjW/aFPpBDQ0OamZlRsVi0VBDF7Lwn5xgOh00/QixjryGQPW+90EBR78HkRi7r+Pi42u22TZSNRs9m6jAyAQ/7o48+GkjcQX0kikLoCaNpQxKPxy3RS0LVt6RBCVE06PNahUJBv/71r61YkPCcyOQ8gws2IIcAJRgBPD09NXbb0NCQ1ROsra2ZYYTuPD4+rt3dXaOZ09SWxDczgSBT5PN580xmZmbU7XZVLpctbCdioVUS9QkPHjwwxUrbe98Mkxo1cjgIM3vhPTcgXEmampqyC9JsNjU+Pq6ZmZmBNk3ALAjWwcGBvvjiC01MTOjq1asm/MgCEQeJYAgpQFt4zHwuyWeiKiAjmJowCfFIgaCq1arBaN1u12ZEXblyxfD8brerer2uv/71r4adS1KhULB5ZO12v+fglStXdHp6qpWVFaM4Ay97hfR9Fg7O+TIDotROp2OdAoDIiXTW19e1vb2tV155RUNDQ1byEIlEVCqVjBWJU1Cr1WyqM+1wOp2O9fDzhhDyjWd34mBev35db731llKplOr1ur7++mtT/D6nlkwmrWATg++ZsziCUh/yo1WV7zTuizg5a2AkGpOSR6E7C/0ZcZzoFE+dHI4lugEYC4VNiy6f9EeJ83O9Xr/QH5lC3ukigxPtWcncNb4byA/FDaJCpxufPgGS5+5KZ40EgNdGRkbsHCBIkRclx85eQbg6OjrSzMyM6WYW6RZkodlsGikqmUxa/h3ZuHTpkk5PTy03mc1mJfV7hq6trQ3AghRz4+wTPIAUMJ0hFos999680EDBrpJkSgFFA3aP5zkxMWFdc8fGxpTJZCxRTVKXSGdkZETValVLS0uWh+HSsTHg7qFQyLpJoIhGR0f1+PFjjY2N6dKlS5L6MANRCkWrhOg+QTk+Pm55io2NDW1ubg7QwYEGqHnA6FSrVWNY4cHG43HzDJLJpDKZjAqFgv72t7/p5OTEumEDPxDa0goJ7BWocmFhQUNDQ5qfnzePiGePRqMqlUqmYFCUIyMj1sC2Wq0OUDxpIQSTJpvNWiTiqaFM6fWeKG1aDg8Ptba2ZjDr2tqaed/Aj51OR++9954pPqaCXrlyxdokQaYYHx/X4uKiQb14jUNDQ3ry5ImOj481MTFhBv/q1ava2tpSrVazCwwrCliXurxQqN+NGmYV0MIf//hHpVIp3bhxw5QLo7TD4bDBPp56TxRBYpjoen193c7xZRa52oODAyvE3tnZMeq8J6Rsbm4aJExkRVdy+h3ieD19+tQifibTbmxs2N1DaZxnnmWzWXNYUJBjY2O6deuWZmZmdOfOHc3NzSkajerevXv69NNP9dlnnw3kVGBUvvXWW+p0+h31nz59auMUGEJIPhBHjn1gxIQkS9ATjZG7gO0GPMXoEZzRRqOhVCplnTN2dna0srJiEHmr1TIDRBTJffAoAEZvc3NTwWBQ8/PzVuPJ5zBiAz0Fm9FDkr7mhxwnRiIajWpyctIM8NzcnOXdm82mGRVSIvv7+wOsQODIiYkJqw3EKJOzkmSdZ7rdrvXcGxoaGvgOkI/Dw8MBNMI/O+exsbFhZCfo83fv3jUd8M9//lOff/65KpWKRby+Hk86y13jmPKcPi/8beuFBgqLzZfyayw7SgG2FVRxkmLUXvj6Ex86RyKRgWaybBT8eJSDJIOB2GyaiR4fHyudTisWi2lyctLyVoT2CBDfjWKGLUW/PL5veHjYlAdQDB4HkQfGxXP/fc8uBMbnGPgcyAsoZii5wHFAgni4eGpAGQiqJIO76KAAe8ozv/h8jDO4OEwtBNFHsTwvZ+HZYnQd54x5FoSRCnXOEOPja0TwKjlPLiBOkK+FYV/wyn1inX3b3983Zhe/jkQilougRuvhw4cD7FEuJHIEZZv9Pzk5G5SH44JCR3F83+UTx8gKcs1/PvfDn4E6wEbkM4hieDeek2dm75Fn9s23tkKmgUynpqZ069YtTU5OanZ21hT+o0ePtLGxYblPT1IYHx9XsVhUpVLR0dGRDbbsdrumYDln4CaPxpxnhAG3S2d1RegKSAsYL6BqonSiIvQLEROLn+XfAcN5efUMPZ4D75899k6V1wX+74DZ/Ht4WB1n35MYeD6iGp9n9PcQfUCqA3TIU8E5W4wzeU6ey+ddkTnIajiq54klnClRHpF+uVy24nKeDzIIkSELvcN7I5vPWy80UGwAFwVhWVpaMuoiNSOwNxB82D0oEx6q1+tpa2tLMzMzSiaT+tOf/mS5iatXr6rdbtssm06nY5tKISc1A3fv3lWj0dDTp09169Ytzc3N6e233zZsGkEAvgNb53CHhoaMyj43N2dCmMvljFKMZx4IBAbqNzwUkc1mlUgkrB1UpVKxgXGSjP03NTWlWq1mXb1JYmazWTMuKNS9vT0VCgWFw2GVy2WrJVpdXTUhJFcEpMjUVwxNq9VSPB5XoVAwT92P3sChIK9CZIGxpsEu+0hifG5uTsvLywb/AdmgGHZ3d5XL5QwCzWazisVi1kSWy0fSNJ/PW43T1atXjdINxPP48WODBH0/SC4Rl0SSPSO5mOPj/gwz5t98+OGHpkRg63GxIYiQVAayikQiSiQSWlpa0tHRkd544w0j1LzMIhcUDAaNgegZfXjreLhc9EKhYJRgnB2gI5wqcncYd2jCo6OjKhaLJnfM9qLOLR6PW0eP69ev66c//alKpZJCof7gx+XlZVUqFf3jH/9QuVw2pe3zT4lEQnNzc1pbW9POzo4WFxfNyKO0RkdHNTU1ZV3AyY/6onfuKNENdwz0gPvg2WvAZcCXkLegy2PszueeMRQQnTifjY0NI0mBBkmyrvxAksFg0CKWo6MjVatVgzkhd5GjBmXAUKAHO52OyuXyQKExTggdXLyu8RE9dZmwFTFSjKbxeXJQEEm6deuWRYzAx5CUaENEM4H19XXlcjml02mb+dRu99u7MUcMB7FcLlvuEecAh5jcLQiF76QP2/D/yUBRM+HDVYxAu902RUPXcmY9kdzlIsdiMbOwhUJBp6f9Ka2wcIaHh/XZZ59ZTodQExo2bX+Yc1MoFPTGG2/oN7/5jUFURDys8x5IMBi0TcEbpGEt+GytVpMkK8rDIDCVF+on1G6S0QsLC1ZMTOjsI6zT01Nls1nrdYbXCI0ejNkXFEuyabg4ArwPiVGGMZLj4OJPTk7adyP8T58+NWMPzhwMBrWysmKeNxRWktiSjKLfbre1tLRkyXnf3onnpgqe6M3XP5Ebkc6a6lKPAyZPhO17G1YqFVUqFb311lvmlRHh+aI/P/StWq2aUlhaWjJo2tegoABSqZRFLaVSyfKdQCqxWEzT09MG8bLfL7Nw7s7Pn0J2PdzmE+sQZlDgKDG8Wt/NGycBJUMx/dbWlt0jDBs95C5fvqxf/epXpow+//xzra+v68svv9Tq6qp2dnasmBdjwt2cnZ1VsVg0qJtic+QNWdjf39fq6qoRnNAfR0dHdqcoqifyhaxEfvng4MCiN1/a4e85MuqLg4mMgsF+yyccQSjsONpDQ0N67bXXLMcKzNZut5XNZq0cw0c8GGnSA0TlnCd1V9JZ14mtra0BkheRGZR+fo1zjYPs88bA2+RmYfOiJ4PBoEHSPmIJh/sTHur1ug0q9I2RIXERVJACQfdBcNjf39d//vMf6wfqpwl4pixOGXJNFM+++VKD563v7MXnawK4CMAOYLcoEmo3SMpiZREclC4eLh4Z34FA+MPwjDGfvMxmsyqVSrp+/fpAqI8y8IbqPGPn8PDQWIl4niTlMVy+lgKFyyGfD8lhfsHEAf89Pu7P8PH1EHhvPB/elT/YaDRqng2NMzkPPGySw/RU84XUkqxeikvMZUAIeW6eBdIJ34tClWTMK86QdkaeveQxbCIF4CW+B4o87C0MH8bGCzH1IcgWyoY94nt5Du9x+/oWoBR+ls9CtoCCPDyDA4AnzK+BHCEovMzyzCn+75UPzoU3PsiHr5vxNUPsBZ+FrANVo6D4PO6PJGufdO3aNWsNVS6X9fDhQ6uZqtfrFnGBOgDJBoNBpdNpM5DPnj3T7u6u5Y+QV84EowMLj2jR10SxR0D7OHbcQZ9yOA99YfQ5T2SCZ5AGB4GeZ8bxZ55MhbKG2AP8xrMhA+Tk+Wxk0hsazs/3s/Myi4Pi82VeD3qoDMPFXkByIIjg5zyMjI7yuT30pq/54++IAHFMvJ4jCuL7PAvQnzn3CCiXP0eWyO9hF75tvdBA7e/vW42D1Fcw1Mng/UF8AI6DktxqtVSr1TQ3N2d1CBgKRp2zKRimy5cv22b4btsQNSYnJ+0wfvvb31rC0isuz25hs+DnHx4eGlHgww8/tAQybY+gWcIEQnh9Q0oYiWNjY9bINRwOG/tte3vbqMiNRkP5fN48jYWFBTUaDRszTnHe2NiY1Y9Jsg4CYOI+yY0ixavc2NgwGI1uCih32qUcHR0pnU5rcnJST58+NdootP0f//jHlqz//PPP7d+g6BKJhNWd5fN52+NLly6Z5xyPxwdgQpidRJNAnbRZIg8xMTGhk5MTY+Bx0cg3JZNJXbt2TZcvXx5osUMejcQr0SwXNBqNamdnx1hlyCsXBwo5Hj7Rx5MnT8xI3r59W5K0/N+xHCcnJ3r8+LESicQLmUfftugTR30IsC5QH9Rw2J1EKVzgZrM5AAGifLwx4//AtnjWOAOe4n3z5k398pe/1AcffKB6va4///nP+t3vflgU/qgAACAASURBVGdGjILkQCBgkSo1gThHMzMzmpiYsFEfCwsLA8oINAWWYLfb74KAk8CzIU/SWWTtlTdnjgOcTqdNmUNo2t3dtb2hNAPHA+eC/SLvQR4UmPrRo0fKZrPmxJ3P5aJQca6BsIhwgdT8/Wi1WqrX62aI2dtwODwwxh2oEseed0bOjo+PrSsP6QcQAcgiOE5EnkTsPBfTCaampgbaUKEDyeGha8n/epYjgyUzmYw5Qxh7b5R6vZ4V8PsIKRAIqFAoDDwXqNW3re81Dwq+Pi1rOEQ2HpIAG8yFLBQK5lE1Gg2rX2CUxdHRkTU5BFrC4mLFZ2ZmbFhhu93WrVu3dPv2bauyh6XDgWNUMCh+84HFeJ9MJmObyoXIZrMKhUJmRBEOPPz19XUTeCIIlI2Hz8h9Abnx/AgVXlYulxvo7gCLC1YW9SWSbLom3iht8T25hJAeyMTPtUFZw6gCrvHzqfi+aDRql4MCWkZdIGgYAgRUOutmwGfTGqjX6xmzEgUBQ+t8VCDJaP3IGHvkYTBgRS4KI1bIlwJdcEGIPPf29rS5uWnQqWdPgelHIv1x85FIvwkteRzftudllk9sQwnHkwZJ4Ay9Nw3czTly4XFGyL+hOFHitItCkUiyfn2ZTEYffPCBLl26pEajod///vdaWFiwswf2bLVaFn2i4InyUNCStLi4ODDtFc8cJcQ78jkQgSYmJuzOQwTBOHvFhkzw7yBX0fQVmfPdRpAp3xGj0+lYiYqXIfYax48IPBAIWC7Skx+AUbmH1AviEFAzKMlyyplMxiBz9A+RC2gLUR95YBh45xEDagsp4yAC411olo0B8HAhUWAgELAaRGrQgFO5O+wDjiolBXwGC+Pr4VTk2BMxYMxSNkMu8n+G+Lx3A0TWbrcNSgIOwwpDRSR/AI0Qw0ZbGoQWi8+l8OwWqe8JYnQI3+fn5/XOO++YN4qH7gtt+WyME5sEy4tcBV3HvUAzL4k8iFeI1AbBIES4JNm+4N0j1By4r95HeXMJ2GsMFLOvfKNLSQY7ogRgUXEBucy8E4rWKwkEySdgOTeEjUjGsx8RMA9t8V3+YnMx8P59DRQdLvAQSdJKZ3CHfwZgL2irRMi+EBpjhOHmknvsn4iai97p9AufiWw9NOQjVVoO4ZGTu/lfForX5xJxcDw7jMiC7yPaYN9xulCIdKXg3TgrzhP5JxJKpVKanJzUK6+8okgkovX1dX366adG60dG6A3nYUi+H9mjI3ilUrEefh5y8zlh9pXP8HRqD0N7+PT8/fBQu69hxDFkarbfJ6IEDBTogpdBD9/73BY/S7SFIeSzkTEQJG8IYPbhiHFPccIgTxB58JzINZGb/xwWtU8+rQD8ih5mPz30xr5BpkEe0Y/oeIIEn9tEvrxD6lMOvL9Hs7xOYvFuPnXyovWdBopD5veRSESrq6sGPTWbTft5KL2+I3S5XLa2Gl4JMI56cXFR09PTunr1qh4+fKhnz57ZWPVoNGpstNnZWf3sZz+zEQ3dbr+ot1AoaHl52TpKEJ348BwhgwRRq9XUarWsdc7CwoLBXrdv3zbhS6VSNuKAxOrY2JgNO3v27Jm1eMnlctYBnS7GeJEwafDIMpmMdnd31Wg09Ic//EHFYlFvv/22RWbBYFD1el31en0gOsW7Pz09tQiP4WuSjKkHQ3FxcVGrq6v6xS9+oVQqpdHRUauhmZqa0vb2thldn9tpNBra3NzU1atXVSqVdPfuXX388cc2vJKLCZQJBEU9HPkuZCGXy1k928bGhnq9fiPeTCajTz75RLFYTDdu3LBoOBqNamNjQycn/V5vFDQCha2tren69evWEoZIampqyhwR8qSRSMSiiGazaezHbDZr7amIOHZ2dnTr1i11Ov1xC8fHxzo4ONDy8rIKhYJmZmaMOegV7vdZlFMAv3BZMTTpdNpQBZyQk5MTlUol7e3taWNjw7q/01uRiBBUggvfarVsL+r1uikaei4+e/ZM33zzjcrlsp4+faparWbGi+kA6XTaanr47KOjI01MTCifz2tmZkazs7Pa2trSRx99pLW1NZ2enurq1auqVqsmn0RbODcjIyMDoyvYZ0m2F37cBHCoL2jd2dnR5OSkstmsNaROJBJaW1vT2NiYSqWSFhcXjaiBcvc5QGaWNZtNy6nynsPDw7p06ZI52lJ/OOf6+rpB3DBWqRnsdvtFrrVazQrnccZHR0d1/fp17ezsWEE7zieMR4wAUDWEB+osuReesi31nTnKBGihls/nrS0Sd9AzP6GT8w6zs7OKRCJqNpu2Vz6fhS7rdDrWKPj4+NiaL6CvcCZ93pDng1ELWccXYJNC+rb1nRN1seIcHkn5Xq8/8hdDRIXw3t6e4ddEUSgZHpxQFGZNJBKxfA5WGKPia6tosU+oiaA0m00Fg8EBRhNUZbxu2EgLCwt6+vSpsfAQMAyoTxhSp+ATv+Fw2KAQIheKFnu9nvXB8nVBsAB9dMEBlf7bCYAeZYTLRDjRaNSULh4Y+Db5CZg8r7/+ugkP1F7fe8t7nb1eTxMTEwNeI6w634wSailJYpwWfp6o2pMMvHeFQuBMiYY4X87fE1woMeC7/ewojI5n47HoBDA6OqpqtWrROWxMYBS8XGja5LxGRkaM1eUp7cj+yUl/JAe9/15m0bGCIkqiDN/XDw8cmCQWi5liBrGQZAlscnrIma+r4Z0SiYRFqdQszc7OWhubWCxmNGL+jdRnj5JT9I0+r127pmw2q3w+r62tLT158kTffPONfT5Fw35vfSRIJIO84JBxLlDPfa6IXAr7BPOPSMvnXUFJgI58rpA7F41GDbb3jWm558gosg4dH11IpEg9G7A1v+bZvPxwXjjQ6FIiJIghOFvIg5+Th4In4vf1c8Fg0M4R9IT9hD1NdAZczL0k+vFRkM8PerLcyMiI6XD2HFIT9xE0zE+s9kQ70BX0zItQiRcaqHq9PoDPYjB4eeiKKAwScyTZh4aGrDUGyTUOhBfO5XKW5KMGhUJCvEVgnUqlYtZ3bm7OIgnaCaGser2eGo2GJRIPDw/VaDS0vLysBw8eqFqtGg4LjOitPoeEUh4eHh6osYHSjWBSLAw5BAhQkuVYaICK4FJk+8orr5gg+UNEADFQMO1QaMVi0aig/Nyrr76qjY0Na1I7PT2tYrFoUY6HsDqdjjXyZeYS3jfGkHNgv4BcPEuOX/tLeZ7FB0TCntFJ4eTkxLrdc3bdbtfyeb1eT/V6XbOzs9Y9gMgLZc7nk6+hLu3p06fGMMWbpEsGjg0sJWSSHBS5NiLgWCymSqWik5MTJZNJHRwcvHCGzbct2H8k5bm4UMI9JObrxMhdQnrhQnM/cG54H2QUGIeokxxgoVAwx2VsbExTU1O6fPmyWq2WNjc3zTkiB4XTQU7yxo0b1mFgbW1NCwsLevz4sbUnQ8GSG0ROfN4WGBKFyTMTNfp8FP82FouZgfIjS847jjiJvhiU+4yBIiojZ8T9wenlHvJ9Pn+E8y3J7qzPn3odxuegjGnrw7/BGcJIkD/FqBKBcCY4mXwGe4c+TqfTFoFjtOjaAWnBpyHIV3IXud84xudZ1RguSQOMTj+pgJFF6CsgRz4XJxtbIumF06lfaKAqlYoJZ6fTMYEm6X3z5k1T7DTXpEErlOInT55YiEtzTu+NkzRrt9vW+4wLSy0VcEE+nzflADsumUyah7C+vq4333xTyWRSzWbTDur+/ftaWlrSkydP7IJSZBcKhXT16lUtLS3ZFE0EgotNToNDr9Vq6vV6Vs/V6fQbvEpnVHBqlOLxuEZGRqyNPsaLi0Xbk7GxMa2srJihofEiRYqw7FCMGO6TkxPlcjlFIhE9ePDA+vdhvPf29qwQMpFIaHl5WcFgf2gkhBGKIIPBoG7evKn9/X1jRR0cHOj+/ftKJpNKJpOq1WoG4T579syIDz53w5m2Wi0zXCggjBXnfPv2be3t7en+/fsD3QLwdOfn5y0qplgVdh/7COR1584da3XDO4+OjmpjY8OMJheOztdEaXzu3bt3FQwG7aIDV05MTCgUChnz82VZfI1Gw+aOeZabz9ugKGmkDPRELSLeNO9ADpKIwOerKF/AoJHv+/LLL/X48WNJsnIKGoAytwwy009+8pOBPCee/+rqqhYXF42VSkK80+loYWFBzWZTh4eHFk3hVKIQiZDJ85Kr9vAp74HS9O/MdwHF+pw4zjSw7s7OjjXqJYkvyQxEvV43w8BdRokzyFSS9UYEGsMgkCfl7kPggOSFgfr3v/9tBo1nIc8HlA10zr/15Tvk132O3ee7ms2mlpeXrY0Vyn9iYkK5XM5g03q9ru3tbSM7SWcRKcaQz2dfeD/QEvQjhpLIHRIac8FAj4aGhga6y0tneW0Qg+etFxooanAikYhdBB4U79InQhFELChhPkaFTQU28K1CKJoj9MWKo+A9TZTLfHR0pLW1NfN2q9WqlpeXFYvFtLKyYtAgCcXzm0ONByE2Vp5cDK13MBT8HKHwzs6OfR6HxsXD+Pr6IuBDn4jl8lF/xPv5LuDeqyHER3l6ZU+NBcLPfhJt8PckSDFwRFyE7DAiuWhEP96DotuEr4/CE4Y0s7OzY8oNh4U6Krw28mCwJCEPMCqA/QA/xxAC63qGk08co/BQCp5g4Q0Mf+49Qogq/D3KgrOKx+MvTZZIp9Pa3d21MgzPFCOixinzDCn2m/EhKDF/b7yceFIPBvl8ISbz26hJotib+9Xr9Sz3izEgAmg0GqrValpdXbXOBZAl2DcMKd49DgewEM/uIWv2AoeYBTx0/gyQc3SKZ4ISabMHKFa/rxSRElETcWEcYAfiIGD4kE8/xoIWWbwfsoEM8r3IKjLJPQSd4i55Yg/LkyQ8I8+TSPiP6AUjgxFkv3E0gF95L6JV9hV95REvv98+gkSXoV8wXJwdiNLw8LDtp2cZPm+90ECVSiX7xyS/nz17NlBMCDGABQGCy0F4yzj2YDCoRqOhQqFgHYK5mIyh2N3dVTKZNIiO+UsIbCwWUz6fV6PR0OLiou7evatOp2PNUkOhkDY2NlSr1bS/v687d+4oFApZ/QRGE6PkPS82TZI1raWtjw9LMYhgzkA/MBaj0aiKxeIAnMR/GBWpn+TEQ87lcvY8RAiwo6iD8NRWlOfu7q4CgYCxmBBMDCqXk71g4ijRx/r6utLptEWPqVRK2WzWzgNFJck6NgCt4oxAUKFVzPHxsWq1mkEXEA64KFwIGuQCr0HFJ8lMw11gLAR+fX3d5BInALgTZb2zs6OdnR1duXLFIECgZ/YHmaKDPYa32WxafgJlx5nl83kVi8UXXZ1vvUvcn4WFBVMQGHXGY5M/ATLBMYRcAUuWCJxaKi46hhwKN++DF47s1et1SX2lQoNdZlYdHx+bwRwd7U9IXl9f1+bmpnXl8PlZ4FfkArQBowQBA4+c76A2EQha6itxHGPuAuQiImY/YJOz5t8i65wvTEdfnyX1SSvhcL/lVaPRGIBbgfEx4Dhf8Xjc9ptcEiUkqVTKSiM4s3q9rqOj/hw2yBr0joQ1iENHDpEcWCAQsCgHpx0nEX2AI4tTCXzMPZX6xow7VCgUJMngUpxGz7zjedBblALhwHinnzPBKMIDQFdTR4u8BoNBxeNxq4n09WnPWy80UMVi0R5sdXXVkoC0pOdCo3jwmOhgTadcNhDPdnJycoDW7amHMAUxbkRPkCQgSDQaDSt6XFpasgiMjYhE+qMI2AAUMt4eOH44HLb2RERmQBNguhhSIhEO3tdphMP9wY7JZFILCwt20WCt4F10u12Nj48PjMVOJBLGAsTLopgvHo+r2Wxqa2vLvBfgCAw7wwVbrZaNW89kMmZcNjc3zXjQKgrlG4vFzHngMgAN8Y5EQlxMFCdjPNgPIh0U75UrVyxXEgwGLfcBu4qLjIdOh3EcBoocUT6pVMo6P5dKJVNg0lkdEJcmnU7b+Hbq6IAbkbd4PG5MKUmWB+31etaa6fS0P9KkVCrZNOXNzU0tLCzovffee+Hl8isSidhQTnJivr4LJQok4gk75MnIxUxPT5uxAYqm9oVz5J2kM6r9V199ZbAhjCuMtSQb3BmJRKxVlIdsKaj2+RZyPOl02hL1u7u7Oj4+NrkJBoO6d++eYrGYDRvFg8bR9RR86vqoQWNsytDQkJEFiDoZx0ORO7LIPcLokE8Ftuduo0TROSTxuX8Yec6ePDBd1CORiNUyHh31+/LRLBroipo13hNiFWcQCvXHCnlDIWmgpIRoDiMCO5h9pDgeBw252draMj3FZ6EXyLX6aApEwbe3w2hjDDudjqUOiAg9QYeUxezsrA1x5b0ZiwJiQR3n89Z3FuqyafwaIcHD8aEp1tLDPRw6VEw8A197w6azGVxcDhVjhXFAwYCv49nS5wwjwGEBqfgLgTeHoJP8h3EE0xD4DiiQCZS+7gkjyARKXzDMIoFLJw08JZQRexkM9pssMoU0m82a945XD9zDe3MRPH7ua6DwVKDtcwnA5hEe2F9ANZ4Y4fcCKIF34rl9TQTnihCTSI1GowbhIiN49ZyB/z4PLwBR+GJcD8FJg7V74XDY2tQA/QDdwKpCgTN9l/fiwvtIBZIDHSpeZrEvRLsoG58b4YJjJLvdrl3kSCRiSW4cJv7z8KeHYPwZSGezfzw0xJ3k1xhFntfLJd/lyQfAYp4Jyp9T/4axBZZCZ3Anic6RQb7Xr16vN9DbzcOInDeeO8+H3HA/vc6iswfRFkoXueN82Bf21NdDoT+4b9wdXxjMfWR51p1/Rv+e5+WYZ8CJ57l4H+46f+7Phj2XztIjRGAeHuQd+Vz++7blZQqZQTd4OYFc5iFcSbZ3Pup/7r157t+o34kbJQK2SKEllEc26fT0VBMTEyqVStrY2LBQ8C9/+YtGR0d1586dgVwIUA21L7RS4YJQo1SpVGwD8Bo5eIrzeMFwOGywUi6Xs3H0GxsbSiaTymazNio8Ho8rk8koGAzafKBgMKivvvrKPFU2n/HZ8Xhc7777rr755httbW2pWCwaLML393o9XblyRfv7+9ra2jKIDix8b29PtVrNRpMTMVCLks1mdevWLX3xxRc2kZYc2+rqqjHzyuWyYfGMY5+cnNT09LQymYxOT08NuuD3QExS36MHR6dTM5TkTqdjkRZGmQuF8ep0OjaEkTqtsbExFQoFra2tGXRz5coVm5wsyTxxLlwikbDIjI7UtMgZGhpSoVAwBQxMBTGGaANvMBAI2J57dh4eOSPbg8GgHj9+bD83MjKi9fV1PXnyRNeuXVMul1MqldIrr7yi09NTtVotLSwsaG9vb2AK7Mssn0NlFpNX3L4guVQq2b5OTExYQ1w/AK9cLhuRBaWKQvKEHthttKyiWwD5Pe6pZ5h6tiVeL0qW+4ejx7OjDyAt8FwwXvP5vN1X7lS9XlexWLQIDdiP/Gq327XnDIX6s76IfA8PD220DcoR+jS5JaI8IlM/rsc3CMhmszYVG0cql8vZ/UcR4+jG4/GBekzgZxAfOnZgRP1+eecBNIc0CI4++gRHgXuDU0pkB6oQjUbNEUUWcDZhV3POyJWfYIyhaLfb5gAD8QIvttttgwORKfKS5OCA5kmLzM7OWgcK9A7BB2SZ7e1tVavV/81AobQxBjxkqVRSJBLR/v6+arWa1f5gOVEwU1NTev/993V4eKiVlRVrI8QkXowbFh9cFbhubGxMN2/etMtIV2EM1OnpqeV98LZReGxUIBAwXJRIjMPn97RNCYfDNpKCw4lEIkqn01pfX7cLSf0QhbMo2nq9bn2lgBPi8bi1t6nX68Z+RIA4bLpWPHv2TB9//LFBgtClaR1VKBSsUS7QKtEkeULCczq3A5uQW5JkJAqEizOgLODk5MQKU5nESm4PpwWWJBAG2DWefzab1fb2tkG5wDOMYBgeHtbGxoZF0AytJBrCMPm2WMgGRgelJsmUYKdz1tYJ54Oekr6Snii93W5rZmZGhUJB29vbVoDpHSmij/OdO77vwkmhKFiSwVrhcFiTk5MDOP3BwYEVEuMZk3zvdDpmsGDfodSJNL2xQclxv7hjKE7Ok3wL0TqoweHhodLptMbGxgzWB3KMRs8GerbbbVP20JgPDg5s4CVQ5vmIW+rDq+gEH5WhjIeGhjQxMWHnz79H8fNveEbgMZQqBhtnF6eKVEQgELBen+gE5OP8VN5Wq2XF8URA9PJE94XDYVWrVTNGOLzIkXTWhBkInKjNT0LgPnU6HYNnMXLoI1IV3tAwrRZd5yFjfu8he/Qvd+/o6MiQCSLLcPisaJfPk2S6y+fqisWiBSPoQXQ2bbH4Xvbo29YLDZRPQFK4RQKV0J0cgW/vzuYFAgFls1m1Wi09efLEvCla+fiQnFDPC5xnheAh+NYo5GDYKJ4DZiEXzytgz3TyiT8uPngoXiFUdo+/4hX4Boujo6PGmOKAd3d3Bwo+CZsReLw1hIiLv729rVQqZRDpeaiOHAnUWsgNkUjElLpnL5HHI+eEt0nOjosI+wcoIZFIWINI9htok/2CJILCpkUK8JVvK4Uwsk+QVSQZ/Mq54W165iP/STKHiGfh10AP5Bq4sJwBf+YhnF6vZ13ngR8pWg4EApa0R+49rPt9FxAHxg4Z9mfjnScP27FvGEaYkL72j/dAGSMzPlfhmV4oKvbCv4/f7/O/51nZT4wUC9kmKsMgMgGa/fWOKV460c357/ckgFAoNFA/xJ55hYnHjsH3MLGXK2+sfI6n0+mYx48xRW6lMwarzxn5XDm1kcju+cVz4GxjWHkm5IQ6S2SAM2Vf+Hmvy3hmaph8pIh8cN44lURe3lBgxDzkio72cgrch6z6riC+/RW5VhwjabCzx/PWd9ZB+dwEc3Ik2eyjTCajeDxu83KOjo4srKStDVYeeI0XICcC/IRyo7tDMBjUxx9/bBEI3bn39vaUSqV0eHhonH6iDMJkJqvm83n7DkLe/f19NRoNXb9+XaOjo9ZYVZJtaqfT0VdffaX5+Xm99tprFq1QI3R0dGQsPcLveDyufD6vo6MjC12pCSH5PDw8rEePHlnE9+abb6rX6xk9l0PH82NAXqvVstquWq1m0RLQXq/Xs/Hu3W5X09PTdhmkvodaqVRUq9U0OjqqmzdvqtVqGasNYsjW1pYly2dnZw3igzCQSqXsWVHWQ0ND2tzctMJX9mVxcdGUWaVSUSaTUSwWM3ry3t6eGdput2s1VaOjo6rValZ4y7wmCCdEUp5UAKMK+PDw8NDIJ0COh4eHev311y36Qzng3YVCId2+fdugWE/QmJubM+P57NkzM6zfd3kCDgn54+OzIYzcFe6QZ3EB89JJfGVlRdVq1Yy/p5T7+plEIqFLly6pXC4bGQAnCYNIAr7b7RpsCgEKNAJni6GcMPFAEoiAKU8A0cDbxyHifMg/hMNhYy2ChvDuXidAWKrVagZDsfiecDis3d1dc6gymcxAicPx8bHq9fpAGQQODfJMDpIyB4zD/v7+ANGLDjCQlTBm5JVhEpb+y9zEUGIsad1FB3Ii6FarpVarpWvXrtlZwWylCQBOLToVogfnD3GE9kGgDzwD8uejWHSYj9yATk9OTqwprY/OoYuDtvgUAqxtypPm5+e1trZmjnUikVAgELA/S6VSz7033xlBkY/hYZLJpPWo4sGDwX7XagQB2jmhMpYZgYEui3LBM6CtDYW0nU5H6XTaIiW8EXBlT8mEpk6kQyKUsBQPOJ1OG7zEM3i4kYNvt9t69dVXlUwmraUTz4THSCRIIp4IEw+Xos/j42NtbGyYMvAtTarVqhlHwnSfoGRf2c+xsTETZj4PQgWXHy8LhchnQ+LwnjcOCIqCLg4TExM2TNFfUE/jjsViSiQSGh8fV6VSMaIBXhP7zsXgsvNMePZ4jDALvfIgnxIInNVVsMfAYEwzRcFKUi6XU6fTMTr6+Pi4MpnMAN2d74NR1e12lclkjIgAAYfcAgQh8ogvs3q9nqampoz5B8QMI5azZK9QaJQ1ICMnJye6fPmyKS4fnePhs7exWEy5XM4K6lE4GEucNp9MJ/qCZk00S0QHRRqPGi/75s2bZogYbyPJGF5MNsBr73a71oIJj5+IBFnD+eHvgY185AuiA0TJ83N/MMJEjvwZrGM8exwg/h6lTWSBDLLn50kYOIIgFlDgUeD8XpLl63wt49TUlEVfDDXF0JPn84WvvJMnGKDjcOj5ft+NhMgJww5BhagRh9JHVfRb5fP4Ll+Sw1553eYJYDA3Y7GYdVE/PDzUa6+99r9HUBgoxh6QbyAhTbdnsGWiG5+4RGlw4YeHhwda9qfTafPe6TA9PT1tFdt0hYD1x8+ioNkkWvKQb4BA4KErclT82sNhPvGIoJT+Wwe2vb2tyclJBQIBa63f7XbNoPpeXCcnJ1azND8/bx5duVy2S030SI9C4As8efbdX2LW6OioNTolGexncgFHeto/kSkeDcrJs4lwLlqtlk3xXVtbs96KzBfy8AxQ5/j4uMF1jH72BiYUCll+gzNEMXnGHc4KNSvktHgPX1SN5+h7xWFQg8GgLl++bE1vc7mctUgiMqMgki4feNHIOz0kOVegLHIWRFffd/V6vQGvXpIlxCEkoJRhGgYCAaOf4zyAEOBgAIGD73tokM8lYiG65G7yWZ7d5aFBFLFXwDgHoAIoWKjWsFTJZVHbBVRO1xP+DiKBh+qAUkdGRgxqbzQa5rgB7xIpc5+KxaLdH+BrnKRwOGxySukEMBqpB29kztP+fRoCeB7ZhCLOXuH4QBTyLY4kDeS4OYtUKmX7Te6OmisMNPvEPcGB4Ux93Z4fKupLaLjv0lm7IhxzGKZExJ6ZybuRJwbxALkgLYA8I5dE3+Tfae7gnYPzjE2/AgjGxbpYF+tiXayL9UNaz4+tLtbFulgX62JdrP+P68JAXayLdbEu1sX6Qa4LA3WxLtbFulgX6we5LgzUxbpYF+tiXawfX7iOHQAAACJJREFU5LowUBfrYl2si3WxfpDrwkBdrIt1sS7WxfpBrv8DnhCSgXKIH3cAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "-F1huDW5rROF"
      },
      "source": [
        "## High Level Compilation With IREE"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "rTqseoRXxl6v"
      },
      "source": [
        "#@markdown ### Backend Configuration\n",
        "\n",
        "backend_choice = \"iree_vmvx (CPU)\" #@param [ \"iree_vmvx (CPU)\", \"iree_llvmaot (CPU)\", \"iree_vulkan (GPU/SwiftShader)\" ]\n",
        "backend_choice = backend_choice.split(\" \")[0]\n",
        "backend = module_utils.BackendInfo(backend_choice)"
      ],
      "execution_count": 7,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 366
        },
        "id": "2OPBr0eGroE0",
        "outputId": "589ea782-a09d-4c3e-919d-1dcf09f8eb77"
      },
      "source": [
        "#@title Compile and Run the EdgeDetectionModule with IREE.\n",
        "module = backend.compile_from_class(EdgeDetectionModule)\n",
        "\n",
        "# Compute the edges using the compiled module and display the result.\n",
        "iree_edges = module.edge_detect_sobel_operator(image)\n",
        "show_images(image, iree_edges)"
      ],
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "INFO:tensorflow:Assets written to: /tmp/tmp9wpoq1ug.sm/assets\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "2021-06-09 17:02:22.734737: I external/org_tensorflow/tensorflow/cc/saved_model/bundle_v2.cc:37] Reading SavedModel from: /tmp/tmp9wpoq1ug.sm\n",
            "2021-06-09 17:02:22.735196: I external/org_tensorflow/tensorflow/cc/saved_model/bundle_v2.cc:60] Reading SavedModel debug info (if present) from: /tmp/tmp9wpoq1ug.sm\n",
            "2021-06-09 17:02:22.774953: I external/org_tensorflow/tensorflow/core/platform/cpu_feature_guard.cc:142] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations:  SSE3 SSE4.1 SSE4.2 AVX AVX2 FMA\n",
            "To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n",
            "Created IREE driver vmvx: <iree.runtime.binding.HalDriver object at 0x7f685cfc18f0>\n",
            "SystemContext driver=<iree.runtime.binding.HalDriver object at 0x7f685cfc18f0>\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "0FSaDdlMrjzx"
      },
      "source": [
        "## Low-Level Compilation\n",
        "\n",
        "Overview:\n",
        "\n",
        "1.  Convert the `tf.Module` into an IREE compiler module (using `mhlo`)\n",
        "2.  Save the MLIR assembly from the module into a file (can stop here to use it from another application)\n",
        "3.  Compile the `mhlo` MLIR into a VM module for IREE to execute\n",
        "4.  Run the VM module through IREE's runtime to test the edge detection function"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "6YGqN2uqP_7P",
        "outputId": "8514efd3-3863-46e6-f16f-dd10439eb51d"
      },
      "source": [
        "#@title Construct a module containing the edge detection function\n",
        "\n",
        "# Do *not* further compile to a bytecode module for a particular backend.\n",
        "# \n",
        "# By stopping at mhlo in text format, we can more easily take advantage of\n",
        "# future compiler improvements within IREE and can use iree_bytecode_module to\n",
        "# compile and bundle the module into a sample application. For a production\n",
        "# application, we would probably want to freeze the version of IREE used and\n",
        "# compile as completely as possible ahead of time, then use some other scheme\n",
        "# to load the module into the application at runtime.\n",
        "compiler_module = tfc.compile_module(EdgeDetectionModule(), import_only=True)\n",
        "print(\"Edge Detection MLIR: \", compiler_module.decode('utf-8'))\n",
        "\n",
        "edge_detection_mlir_path = os.path.join(ARTIFACTS_DIR, \"edge_detection.mlir\")\n",
        "with open(edge_detection_mlir_path, \"wt\") as output_file:\n",
        "  output_file.write(compiler_module.decode('utf-8'))\n",
        "print(f\"Wrote MLIR to path '{edge_detection_mlir_path}'\")"
      ],
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "INFO:tensorflow:Assets written to: /tmp/tmplefnnpwo.sm/assets\n",
            "Edge Detection MLIR:  #loc0 = loc(unknown)\n",
            "#map = affine_map<(d0, d1, d2, d3) -> (d0, d1, d2, d3)>\n",
            "module  {\n",
            "  func @edge_detect_sobel_operator(%arg0: tensor<1x128x128x1xf32> {tf._user_specified_name = \"image\"} loc(unknown)) -> tensor<1x128x128x1xf32> attributes {iree.module.export, iree.reflection = {abi = \"sip\", abiv = 1 : i32, sip = \"I8!S5!k0_0R3!_0\"}, tf._construction_context = \"kEagerRuntime\", tf._input_shapes = [#tf.shape<1x128x128x1>]} {\n",
            "    %cst = constant 0.000000e+00 : f32 loc(#loc1)\n",
            "    %c0 = constant 0 : index loc(#loc1)\n",
            "    %c1 = constant 1 : index loc(#loc1)\n",
            "    %cst_0 = constant dense<[[[-1.000000e+00], [0.000000e+00], [1.000000e+00]], [[-2.000000e+00], [0.000000e+00], [2.000000e+00]], [[-1.000000e+00], [0.000000e+00], [1.000000e+00]]]> : tensor<3x3x1xf32> loc(#loc1)\n",
            "    %cst_1 = constant dense<[[[1.000000e+00], [2.000000e+00], [1.000000e+00]], [[0.000000e+00], [0.000000e+00], [0.000000e+00]], [[-1.000000e+00], [-2.000000e+00], [-1.000000e+00]]]> : tensor<3x3x1xf32> loc(#loc2)\n",
            "    %0 = linalg.pad_tensor %arg0 low[%c0, %c1, %c1, %c0] high[%c0, %c1, %c1, %c0]  {\n",
            "    ^bb0(%arg1: index loc(unknown), %arg2: index loc(unknown), %arg3: index loc(unknown), %arg4: index loc(unknown)):  // no predecessors\n",
            "      linalg.yield %cst : f32 loc(#loc1)\n",
            "    } : tensor<1x128x128x1xf32> to tensor<1x130x130x1xf32> loc(#loc1)\n",
            "    %1 = linalg.init_tensor [1, 128, 128, 1] : tensor<1x128x128x1xf32> loc(#loc1)\n",
            "    %2 = linalg.fill(%1, %cst) : tensor<1x128x128x1xf32>, f32 -> tensor<1x128x128x1xf32>  loc(#loc1)\n",
            "    %3 = linalg.depthwise_conv_2d_input_nhwc_filter_hwc {dilations = dense<1> : tensor<2xi64>, strides = dense<1> : tensor<2xi64>} ins(%0, %cst_0 : tensor<1x130x130x1xf32>, tensor<3x3x1xf32>) outs(%2 : tensor<1x128x128x1xf32>) -> tensor<1x128x128x1xf32> loc(#loc1)\n",
            "    %4 = linalg.init_tensor [1, 128, 128, 1] : tensor<1x128x128x1xf32> loc(#loc3)\n",
            "    %5 = linalg.generic {indexing_maps = [#map, #map], iterator_types = [\"parallel\", \"parallel\", \"parallel\", \"parallel\"]} ins(%3 : tensor<1x128x128x1xf32>) outs(%4 : tensor<1x128x128x1xf32>) {\n",
            "    ^bb0(%arg1: f32 loc(unknown), %arg2: f32 loc(unknown)):  // no predecessors\n",
            "      %15 = mulf %arg1, %arg1 : f32 loc(#loc3)\n",
            "      linalg.yield %15 : f32 loc(#loc3)\n",
            "    } -> tensor<1x128x128x1xf32> loc(#loc3)\n",
            "    %6 = linalg.init_tensor [1, 128, 128, 1] : tensor<1x128x128x1xf32> loc(#loc2)\n",
            "    %7 = linalg.fill(%6, %cst) : tensor<1x128x128x1xf32>, f32 -> tensor<1x128x128x1xf32>  loc(#loc2)\n",
            "    %8 = linalg.depthwise_conv_2d_input_nhwc_filter_hwc {dilations = dense<1> : tensor<2xi64>, strides = dense<1> : tensor<2xi64>} ins(%0, %cst_1 : tensor<1x130x130x1xf32>, tensor<3x3x1xf32>) outs(%7 : tensor<1x128x128x1xf32>) -> tensor<1x128x128x1xf32> loc(#loc2)\n",
            "    %9 = linalg.init_tensor [1, 128, 128, 1] : tensor<1x128x128x1xf32> loc(#loc4)\n",
            "    %10 = linalg.generic {indexing_maps = [#map, #map], iterator_types = [\"parallel\", \"parallel\", \"parallel\", \"parallel\"]} ins(%8 : tensor<1x128x128x1xf32>) outs(%9 : tensor<1x128x128x1xf32>) {\n",
            "    ^bb0(%arg1: f32 loc(unknown), %arg2: f32 loc(unknown)):  // no predecessors\n",
            "      %15 = mulf %arg1, %arg1 : f32 loc(#loc4)\n",
            "      linalg.yield %15 : f32 loc(#loc4)\n",
            "    } -> tensor<1x128x128x1xf32> loc(#loc4)\n",
            "    %11 = linalg.init_tensor [1, 128, 128, 1] : tensor<1x128x128x1xf32> loc(#loc5)\n",
            "    %12 = linalg.generic {indexing_maps = [#map, #map, #map], iterator_types = [\"parallel\", \"parallel\", \"parallel\", \"parallel\"]} ins(%5, %10 : tensor<1x128x128x1xf32>, tensor<1x128x128x1xf32>) outs(%11 : tensor<1x128x128x1xf32>) {\n",
            "    ^bb0(%arg1: f32 loc(unknown), %arg2: f32 loc(unknown), %arg3: f32 loc(unknown)):  // no predecessors\n",
            "      %15 = addf %arg1, %arg2 : f32 loc(#loc5)\n",
            "      linalg.yield %15 : f32 loc(#loc5)\n",
            "    } -> tensor<1x128x128x1xf32> loc(#loc5)\n",
            "    %13 = linalg.init_tensor [1, 128, 128, 1] : tensor<1x128x128x1xf32> loc(#loc6)\n",
            "    %14 = linalg.generic {indexing_maps = [#map, #map], iterator_types = [\"parallel\", \"parallel\", \"parallel\", \"parallel\"]} ins(%12 : tensor<1x128x128x1xf32>) outs(%13 : tensor<1x128x128x1xf32>) {\n",
            "    ^bb0(%arg1: f32 loc(unknown), %arg2: f32 loc(unknown)):  // no predecessors\n",
            "      %15 = math.sqrt %arg1 : f32 loc(#loc6)\n",
            "      linalg.yield %15 : f32 loc(#loc6)\n",
            "    } -> tensor<1x128x128x1xf32> loc(#loc6)\n",
            "    return %14 : tensor<1x128x128x1xf32> loc(#loc0)\n",
            "  } loc(#loc0)\n",
            "} loc(#loc0)\n",
            "#loc1 = loc(callsite(\"Conv2D@__inference_edge_detect_sobel_operator_111\"(\"/usr/local/lib/python3.7/dist-packages/tensorflow/python/ops/nn_ops.py\":2169:0) at callsite(\"/usr/local/lib/python3.7/dist-packages/tensorflow/python/util/dispatch.py\":206:0 at callsite(\"<ipython-input-5-814f817fc65c>\":15:0 at callsite(\"/usr/local/lib/python3.7/dist-packages/tensorflow/python/framework/func_graph.py\":982:0 at callsite(\"/usr/local/lib/python3.7/dist-packages/tensorflow/python/eager/function.py\":3971:0 at callsite(\"/usr/local/lib/python3.7/dist-packages/tensorflow/python/eager/def_function.py\":672:0 at callsite(\"/usr/local/lib/python3.7/dist-packages/tensorflow/python/framework/func_graph.py\":999:0 at callsite(\"/usr/local/lib/python3.7/dist-packages/tensorflow/python/eager/function.py\":3289:0 at callsite(\"/usr/local/lib/python3.7/dist-packages/tensorflow/python/eager/function.py\":3444:0 at \"/usr/local/lib/python3.7/dist-packages/tensorflow/python/eager/function.py\":3050:0))))))))))\n",
            "#loc2 = loc(callsite(\"Conv2D_1@__inference_edge_detect_sobel_operator_111\"(\"/usr/local/lib/python3.7/dist-packages/tensorflow/python/ops/nn_ops.py\":2169:0) at callsite(\"/usr/local/lib/python3.7/dist-packages/tensorflow/python/util/dispatch.py\":206:0 at callsite(\"<ipython-input-5-814f817fc65c>\":16:0 at callsite(\"/usr/local/lib/python3.7/dist-packages/tensorflow/python/framework/func_graph.py\":982:0 at callsite(\"/usr/local/lib/python3.7/dist-packages/tensorflow/python/eager/function.py\":3971:0 at callsite(\"/usr/local/lib/python3.7/dist-packages/tensorflow/python/eager/def_function.py\":672:0 at callsite(\"/usr/local/lib/python3.7/dist-packages/tensorflow/python/framework/func_graph.py\":999:0 at callsite(\"/usr/local/lib/python3.7/dist-packages/tensorflow/python/eager/function.py\":3289:0 at callsite(\"/usr/local/lib/python3.7/dist-packages/tensorflow/python/eager/function.py\":3444:0 at \"/usr/local/lib/python3.7/dist-packages/tensorflow/python/eager/function.py\":3050:0))))))))))\n",
            "#loc3 = loc(callsite(\"mul@__inference_edge_detect_sobel_operator_111\"(\"/usr/local/lib/python3.7/dist-packages/tensorflow/python/ops/math_ops.py\":1575:0) at callsite(\"/usr/local/lib/python3.7/dist-packages/tensorflow/python/ops/math_ops.py\":1234:0 at callsite(\"<ipython-input-5-814f817fc65c>\":17:0 at callsite(\"/usr/local/lib/python3.7/dist-packages/tensorflow/python/framework/func_graph.py\":982:0 at callsite(\"/usr/local/lib/python3.7/dist-packages/tensorflow/python/eager/function.py\":3971:0 at callsite(\"/usr/local/lib/python3.7/dist-packages/tensorflow/python/eager/def_function.py\":672:0 at callsite(\"/usr/local/lib/python3.7/dist-packages/tensorflow/python/framework/func_graph.py\":999:0 at callsite(\"/usr/local/lib/python3.7/dist-packages/tensorflow/python/eager/function.py\":3289:0 at callsite(\"/usr/local/lib/python3.7/dist-packages/tensorflow/python/eager/function.py\":3444:0 at \"/usr/local/lib/python3.7/dist-packages/tensorflow/python/eager/function.py\":3050:0))))))))))\n",
            "#loc4 = loc(callsite(\"mul_1@__inference_edge_detect_sobel_operator_111\"(\"/usr/local/lib/python3.7/dist-packages/tensorflow/python/ops/math_ops.py\":1575:0) at callsite(\"/usr/local/lib/python3.7/dist-packages/tensorflow/python/ops/math_ops.py\":1234:0 at callsite(\"<ipython-input-5-814f817fc65c>\":17:0 at callsite(\"/usr/local/lib/python3.7/dist-packages/tensorflow/python/framework/func_graph.py\":982:0 at callsite(\"/usr/local/lib/python3.7/dist-packages/tensorflow/python/eager/function.py\":3971:0 at callsite(\"/usr/local/lib/python3.7/dist-packages/tensorflow/python/eager/def_function.py\":672:0 at callsite(\"/usr/local/lib/python3.7/dist-packages/tensorflow/python/framework/func_graph.py\":999:0 at callsite(\"/usr/local/lib/python3.7/dist-packages/tensorflow/python/eager/function.py\":3289:0 at callsite(\"/usr/local/lib/python3.7/dist-packages/tensorflow/python/eager/function.py\":3444:0 at \"/usr/local/lib/python3.7/dist-packages/tensorflow/python/eager/function.py\":3050:0))))))))))\n",
            "#loc5 = loc(callsite(\"add@__inference_edge_detect_sobel_operator_111\"(\"/usr/local/lib/python3.7/dist-packages/tensorflow/python/util/dispatch.py\":206:0) at callsite(\"/usr/local/lib/python3.7/dist-packages/tensorflow/python/ops/math_ops.py\":1234:0 at callsite(\"<ipython-input-5-814f817fc65c>\":17:0 at callsite(\"/usr/local/lib/python3.7/dist-packages/tensorflow/python/framework/func_graph.py\":982:0 at callsite(\"/usr/local/lib/python3.7/dist-packages/tensorflow/python/eager/function.py\":3971:0 at callsite(\"/usr/local/lib/python3.7/dist-packages/tensorflow/python/eager/def_function.py\":672:0 at callsite(\"/usr/local/lib/python3.7/dist-packages/tensorflow/python/framework/func_graph.py\":999:0 at callsite(\"/usr/local/lib/python3.7/dist-packages/tensorflow/python/eager/function.py\":3289:0 at callsite(\"/usr/local/lib/python3.7/dist-packages/tensorflow/python/eager/function.py\":3444:0 at \"/usr/local/lib/python3.7/dist-packages/tensorflow/python/eager/function.py\":3050:0))))))))))\n",
            "#loc6 = loc(callsite(\"Sqrt@__inference_edge_detect_sobel_operator_111\"(\"/usr/local/lib/python3.7/dist-packages/tensorflow/python/ops/math_ops.py\":5086:0) at callsite(\"/usr/local/lib/python3.7/dist-packages/tensorflow/python/util/dispatch.py\":206:0 at callsite(\"<ipython-input-5-814f817fc65c>\":17:0 at callsite(\"/usr/local/lib/python3.7/dist-packages/tensorflow/python/framework/func_graph.py\":982:0 at callsite(\"/usr/local/lib/python3.7/dist-packages/tensorflow/python/eager/function.py\":3971:0 at callsite(\"/usr/local/lib/python3.7/dist-packages/tensorflow/python/eager/def_function.py\":672:0 at callsite(\"/usr/local/lib/python3.7/dist-packages/tensorflow/python/framework/func_graph.py\":999:0 at callsite(\"/usr/local/lib/python3.7/dist-packages/tensorflow/python/eager/function.py\":3289:0 at callsite(\"/usr/local/lib/python3.7/dist-packages/tensorflow/python/eager/function.py\":3444:0 at \"/usr/local/lib/python3.7/dist-packages/tensorflow/python/eager/function.py\":3050:0))))))))))\n",
            "\n",
            "\n",
            "Wrote MLIR to path '/tmp/iree/colab_artifacts/edge_detection.mlir'\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "2021-06-09 17:02:23.470129: I external/org_tensorflow/tensorflow/cc/saved_model/bundle_v2.cc:37] Reading SavedModel from: /tmp/tmplefnnpwo.sm\n",
            "2021-06-09 17:02:23.470639: I external/org_tensorflow/tensorflow/cc/saved_model/bundle_v2.cc:60] Reading SavedModel debug info (if present) from: /tmp/tmplefnnpwo.sm\n",
            "2021-06-09 17:02:23.506427: I external/org_tensorflow/tensorflow/core/platform/cpu_feature_guard.cc:142] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations:  SSE3 SSE4.1 SSE4.2 AVX AVX2 FMA\n",
            "To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n"
          ],
          "name": "stderr"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Ytvb5Gx_EFJl",
        "outputId": "b4fe8f83-db13-4380-d86b-a3595bbf3db1"
      },
      "source": [
        "#@title Compile and prepare to test the edge detection module\n",
        "\n",
        "flatbuffer_blob = compile_str(compiler_module, target_backends=[\"vmvx\"])\n",
        "vm_module = ireert.VmModule.from_flatbuffer(flatbuffer_blob)\n",
        "\n",
        "# Register the module with a runtime context.\n",
        "config = ireert.Config(backend.driver)\n",
        "ctx = ireert.SystemContext(config=config)\n",
        "ctx.add_vm_module(vm_module)"
      ],
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Created IREE driver vmvx: <iree.runtime.binding.HalDriver object at 0x7f68a40586b0>\n",
            "SystemContext driver=<iree.runtime.binding.HalDriver object at 0x7f68a40586b0>\n"
          ],
          "name": "stderr"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 247
        },
        "id": "OUUXxol7wl-f",
        "outputId": "99f32904-33e6-41ed-ac6e-0f8e15f12430"
      },
      "source": [
        "edge_detect_sobel_operator_f = ctx.modules.module[\"edge_detect_sobel_operator\"]\n",
        "\n",
        "low_level_iree_edges = edge_detect_sobel_operator_f(image)\n",
        "\n",
        "show_images(image, low_level_iree_edges)"
      ],
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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fH+f0hJSH8Jyuzkezs7Nxbp1OJxpf52/WCLphyCcmJlQqlVSr1XK8Qn/Ou6kMtlqtxyBM5GFUu9RApcZI0mMTZTI0Z3738l0pu6Cn4XraUkWQht8X3Zf2kcIPfp8bIFcIPnb3NlPPOr1+1P8+7lFKIx3rKKPsTODeoIf0FwlPOrbU2/YcAH26UeaeNOz373k+zOn0dIZ158Hn5GPDELniOT4+jnPit9MLfnNl658Vi8Uo8B7pOb+m65Xycer4PEtzo+r0S/u76LOUX9Mx+ByeJEtpf6Oa8/9FvHzZ80a1UYo/NWypbF40Hl835zXnf+9beuRIpd4996WGV8rrOe/Xx0Rf7pDDYzhrbuxTPk1pk+oZN47Ol6OcC593ynOOCKVrMMoB8r74O3WsceKdHk4T7895x8d0UXuigcIbxyK7F+OfpR6tD9SZmcjJoym/LmXWUQaKe9LFckXpXhDjpBDDYQeudWKnys7hNYdBHD7wcXg0AQPhfUiKYS790Rd9eHThHsn09HSMQIhu3ft34+BRqtPYFb7TDe8phU+Au46Pj2ME43R2/BmYsNvtPiY47rk6hAEtHIoiCgcaPDk5UafTUbfbjfQpl8s5r57PEWTgJzxIYAiiT6I4In9o5jg9POY/HvV/My1VQk6fUQ6O0zHlW+aW9utKk+vSMbjiSFGKVOF7Uj41sK7403Hwfarc4FMKmZAPH6/nsGkepfmau3HAAXJj4Z+nRtyhOs9DE1E4jJZlWQ5adhrSJxGY557gPQoL4CHgUneWfG4uj44IICtAg6kudafUCxmgF8VAfOb84bRMIx2uRd+l8gqv+Hr7ePie5imdi9oT3wcF/OAE58EsqPRI8bkyduZImYK/U88CQ3JycpJb6FEQgkMyqdB4fx5qOhzgituNLmP1ebiBgdEZo1eQOSSUegrMBagJBqW54aalihABQlnzP89tt9u5yjd3KHi+GwcXDDc+vu5EWNDaMXX69qol4AxnUHcCmKfnmuAnKW/AgT5mZmaik+D85sLAGqVCTo5gcnLyMWiY8blzwX2MxysXXUE9SyuVShHfh29SRUcDematmB+/fQ1cqadeqXurqYN2EeScPs/XhTGlEWtaYej8RkMP+Jyd/8/OzmK/rrjc8WJcrofcoUoVI3Tw/513syyLRpIGPZAN1px+XVG7fDMeIEZ3NHlev9+PsLnTgL/d2WPOMzMzkZbwJDC9G3bXMV656yiY8wOwWpZlMRfqus8dJsblOXB/rutGZM3RJmg1GAwec0RSfZe2Sw1UCqE4Id37Su9xRkk9KPrgxxOTaZiZCk/KRKO8tbSlyijN93hzwU29kVH3p4pllHfsc3dvZFRzxnRaed9cMwqPZryjaObr6B6TjzMdqwuL//Yf6OYREjkrZ3inXxpxMm6aK1vnCx9nqhz9evrgBwXtvMVv9wR97u6x+nffbJEENKHPUTCd02oUf/vYL/sfuaLPi/jhsjmkDl96fzreUf2m0cpFsGBKh7T/UdfQTwrljZqbP2+UcRkF5abjGNVnKnPpeLyC0HNrHnGN6s/p6Xzrzq8bc5eJlP5Ob18Hj3RSWbuMN1zvj5qPOyg+jjQdhPF6khxdaqAIcScnJ9XpdGKkQMWGW3BJOW8onXDqZfF9mtNyAfY+8Urw/mdmZnJEol/G5aG/Nycunv5gMEyKU+V2fHysk5MTzc/PS3oEo6XeiUMQHg6798K4PRGYwmiMCyYGBsAjG6VceaZX2p2cnERYzPd+0ZxZfd9SqVTKJahhHqdt+jdr4mvJONk352X3JycnuS0HQDxe/eN7kk5PT3NOgj/XeYpqLCI8ErqlUumx/XXQwJVb6uzAO6VSKSd4rvxY62dp0IToKYSQi+iAfVKnzRGGUXNwfvC1SB2JVHmmRusyZ8+f5WNJITNJMcpOx+TOjsPMnqdx+ChVmhSOMFbkZJRzwjgk5aJqH7OvJQp/cnIyFiM43FetPno3p+97pKUKOH2GRxOgJw53w6fI39HRUbwPXeE6YZQhSo0Q8/LIFBqx79EdXfgDGU15AvgeWnlObBRPsjbIOmgMhXb0wecXtSdCfClU5fgwihhFSkvx6JTB0ygrJXiWZbkS7rSayYUg9WS4370iDzFphMt87542UAzzHxWxFIvFaOAQOhaGxXOjnDI04/RoibFwfwgh0iH1irjfS1FdOFIoxlsaEfmzvRLTlUZKW9bf6Yci8bXB8EMDHBzmAL0cQkwLJFyR8D2OU6VSic+H2T2v59WMlC5LyikK568UZkq95Ito+qQGvUd5/BdFd84fKaQ3KrobFd3D09Da72c+qVHzcfmYRs05lTWPML0/N2op9OWOpY89fXaqM5yePr5RyjulIfelhs0VLxWhDmGNilj8+S4vrqCdj1yn8AOsG8IQzuZ7dBSK3R341EHxXHBqtF2XcC0yzFi9TJ8tRvyf6hScb+dnj9rd8fbqW++TeaRbYrw90UDRmT84JR6M9rRCmzJ8Cpm4N57e55P3PvjbF3+UoIwSTH8WhIbYqdfoiowChNRws5BOk7QoIRWM1FCPghTTOV8knO4VMs/L7uFvV0iu2H2/UroeTrt0/wRGIS15HwWDjBqjC3yxWHwsMmcNUuNSKBRiBIbyc0EpFPK7211ZubfpNPKCjG+m+dyct5zvXEGnLfWCU+WT9uFOJX26kkgV/2UK3OeQRlb8Tr9L5Tk1tD5Oh5xSuRhFi1HPGPV/SruLnuHPYY3dafEN7KMU8qhnpTrGo/FUH6X6yvPqoyCzNFrx+aeOi3/ntOdvj4iI6Jmn66LUcebzVPZ8rM4fPj/G79sBLmpPZaCAvlwpu7CnERFRBjg+GxNHCSMDBIqBwKmXAgHTaMoZxz3EFDqjr4sUFJ6d46ppdQ99eWSR5rTwLPx5qVJ15pueno59kYAnIku9MU/g+zjTyDCEkAvtR0Wb/J8aHodGuZcjm4Dv4AMvTYde09PTOjg4iDTgN0dAOWMyhn6/H4s+Uh5hXUZFtESxrAvVg5Jy0bH0SIk6dOpwIOvows1n7t2jrJ7WGbuo4aGTBPdNxG6I083ZHq16X4wduWROnqPzoianJXSs1+sRij45OVGz2dTJyclj3nRKHx+DO2ppFOfOnsN63M94kEN/Fn1nWZaDi93ouvPsXr87e+718zzGQMEE0BPXIkupAfe/U8eXKN8dJnd+oR28jf5j35TPeTAYqNVqRdi6Wq1Gnj8+Po7Pd1iS9fJcqlerlsvlOGaiN56bRqqMlXvhNV8TZLpSqcSxI/tes8C9Dg9+0wYqxWbp3DevugJ1S+mTYCFSZQHxeZb/jEqgOdO6QiyXy+r3+2q329FzTj2i9Lne0ogmNbpuzNxzuGicLGwaVfK3w4kwuTOwQwM+Ho+KfCyj1gwvzIUwrejheocwnG5c65ixK2fHzVG4/E8f09PT8R7uS3NLzAEIwu9P+YLnIpguPKMYPfXeXZmz9sB9qefp/XFfir0/bXMl6v2nCtUF2e9lDKlzlkYEqWedjpNNz3NzcyqXy/H8SDaXenR3dHQUDR7PaDab6nQ6arVaUdZSY+kedvq5890o/oUu7hCmBsjH48baDUUasUEvl+sUXaAP6OSQGXNgDXBU3egiKy7/7gSMWn/kz3Nl0MllwR00z/vjUPrcnc99vu5QpAcq4Ly5rKU0TiM2H296QICUdxJ9DWhP4+Q90UAxMYdtXKDcSLkBccUAIbmefVXOoPTp+KovphsEPJKJiQlVKhUtLS3Fhex2u/EQ0JSwPmYnkntWbgT86BAXeOZ2dnaWO13DQ2U3MKMWw/FaP4MLRvaTF5wJfcypsWF8kqJT4adrFAqFkWXWo5SKCzmRUgoZTk1NxWNdXEh97YgQT09Pc8oiNbSeBHalBV3TteFZHpm7wXOljpC5Q+DC4/ztPOd90NyoPEtLI5+LlLhHr742vnaj5ueRQPodz6L4o1Kp6MaNG1pYWIiGCrkiWvCiDcbZ6/W0ubmp7e1tra+va29vL3rfKXqROqA+Fue/lLZuRLjf9Uw691TpMv9RBsrp7v9fxP8+Hp7neormc/R1Th1EdzTdAHnE5XqBvpE1/nea4Ig6XzkalRpn/vYonXF5IUrqsKd0SHUOYz86Ooqfu05M+T5dh4vaU0F8PhBfmJmZmUhgT+a5p5HCEQycibuHxAZOFpDvUNIvvvhiFCoXXJjshRdeGKkkDw4O9ODBA925cyenbLH2HBfC2Ny7Zm7OmHicaRk138NslUolGhrPtXQ6HZVKJc3MzEQBT/dmOdwB7RFclAg09FCaH/rx9XDM1wWF57riLRQKqlQqOeUIpODGRRpGPm6AvILI58V3XtEIE3PCA7TCO5+entbJyUk8eoh5EPUcHx/H53qBhlegUglFFZ1/nxptT0QfHR1FHmZfjJ8/9ywtFXafKw05cOPgzeHXURFSqjRZu9nZWVWrVV27dk0rKytqNBqam5uLPAusRGQUQlC1WlWtVovH7TC2xcVFnZ2d6eTkRA8ePNDu7q7u37+vjY2NqJxSB8gVYxrdpcYsjZooqHEHzqOUFAKlD4fIeaYrZc8JpxEUz/U9Tf69PyuNEFy3pU4GDhXf45Bxn0dCjhikzg3jGAwGOYMAr/r8fJN9Cq3zHIxfp9MZCdvSt+/39Dm6LklTHhgoj8jo14s5LmpP3AflCton5p87ozExJpSeFJBek8IyHpJOTk5qcXExQnkrKyuq1WqqVCrxGrwQJyTNGdnhuOPjY+3s7OQ8Mu/Px8ffHj5H4hmM5nTh3vQw1VHCkNICReueTEqb1Itk3G6gXLD8etqoebJmrInv3XHHwXf/u8dLc2FLMWvnI/5PPTOYmjVMIdt0LvThAu39u2CmNIB/3Cny9XYFlzo+z9JchlJeS+fkkaA/P733IuHGwMzMzKhWq2lxcVHValWLi4uqVCqanJzU4eGh2u22Wq2Wjo+P4+G1OCAzMzNxc7Q7HouLi3HT8dLSkmZmZjQ9Pa1qtarj42MdHx/r6OhIJycnarfbccw+h5T+qfy5gYJ3PW+TGpZRusShX/gVGH2U0+xr6/QfVXAwiv4eNaXr6ghMeh9858ralbkXM4zi/VTvjHJgXA/6Gvg4Xa+Moi3zcLkaNYaLxuN05p40ZTCqPZWBYn8Nn3nykIF6EhxB5zBV+vA9L+7ppt47Ay6Xy3rf+96n2dlZzczM5PBx94BST8PHjwfZaDT0wgsv6OzsTGtra9rd3X0M8sGIuRfji+BeOp4Hewr8eCfG1O1243jdQDMPh2zoY3JyMib+qYBjTq6sR42NUu1REZLT1Zk3NUpEQu6Zco17SYPBo0NfXQCl/Dt8fN+InxSRQnXeBwoFY8i4fF0dknPBRqHyPAp0GBfzhN4+XsaJovLok/49H/cszfd1pUoNnvDo3/kN/vR73fN2IWfsS0tLWlpa0u3bt7W8vBzzS61WS+12W2+//bbW19e1ubmpTqcTn0sfrox4xsTEhF566SVduXJF165d0+LiohYXF3X9+nU1m011u13t7e3pwYMH2tnZiYeQ+pyYwyiFlyp5dE2xWIxQMQ5MSgOibT6DbpzcEMIjGJn1SxUo6+uROnSn34ucRMbujgjjYG8lc/a19INYU4PtusKPhfJne9Ga09LnhLwhiz6+1JnzqMfRMSJpxs2YmTu6LN2+wThYa4dhPaVxUXuigWIgGJq0xt4JmnqgXqXjhiTdrEabnp7W8vKyXn311Uioqamp3OsnmLgXLvB36tmycL7BbWpqSqurq/r0pz8dFWi329Xbb7+tnZ2dHEN6BYwvOIvqr49I4QSawwrMheaG0RU6BQBcw9+c89Xv93MGxJULXiL0xtCNUqgwiNOtXq8/5mV61SJVZ9Ao9YBgPCAyV24+J4TPsXXv088+TBnZBRzh8Tmkjg7r486Qb1SGNn7EUrFYzFXWeQ5hlAf+pEZe1OeIoU+F2SNSXoGSboClD9YDvqtUKqrX63rttddUrVZVLBa1ubmpZrOpBw8exHHA9+mGTfr28TCmwWCgd955R/fu3VOxWNTNmzfVaDS0srISzzm8evVq5JOtra1cQp++U6MQQojnTGZZljtfzmUfR8Mjez96ynOhQLj0686Lz8cNHs8EYoYPnDZppOB9wY6AK3UAACAASURBVLfueLgR4z74FYMDj6d8kEZdo3RCCnFK+SPoKMBIdQKRZZpW8ftw0tzxZ2P8KOfSHanUiUudgTTKvKg9sUgixQ4vCnlHGS2PKry2n4m4R1ssFrWwsKClpSUtLCzE6AwDiQcxitnTUNXHRB+uWNiIiwFz78Cx8HR+0MQ9Dv+hfzfSfOcK9iJvmWf62W/+zJSJnA5cx/+pIkjXx+nkDIZxciWJcHMt96eQrY/FjZz/vmgsPl7oJT3y3j3iSpU5je9HrdsoevmYWXcXKneK3GtOeeNpmvNJ2jc/ozxgaJNGw+m8MArz8/NaXl7W7OyssizTzs6OdnZ21G63c7k47nH6pYpxlIL09yiRd+r1eiqXy5qZmdHCwoLK5bJqtZrK5bKOjo5y0W+67qPkNVVe7sgxfr5LI+iUvy+C15zX/XqXWdd/Kc29z1QeU1lI1z115rkWg+FRnkeFrl98XBzQjAPrwcFlkX6KtLiOdJlL9Us6b9c7o/QT17i+8/mMklHapQaKBJwTJU0u8mAnNuF4sViMlrhSqejw8DBa806no5OTE9VqtVgw8H3f932q1WoqFApqtVoxcut2uzo7O4vFCdPT0zn4JRV2J8pgMEwkciq3K15+z8zMSBoqw2q1qm63G09A8EX0hSFcRSF6FMWRIM4I6UGwKFqYEa8NGqcvLXSB4zs3+IzBIbeU8dzrcQPJScteQclcMfDsfxqVJOXZfAbtfawOb9GnK/uUl/CSKYJAeLMsy0WJ7gFOT0/HtfMTozGux8fHj72/y9cXmAh42uFC1tR34z9rYzxOO9bcFYN7vI5cuGCnubIsy7SysqLbt2/r5Zdf1unpqe7evat//I//sarVqqrVql544YVYsbe9va3Nzc04N9bQYZ5RjhBjmpqa0v7+vnZ3d/X222+rWCyq0Wjo4x//uMrlspaWlnTlyhXt7+/r8PAwV1ziCon1J6rziNb5xU+f55oQgiqVSnQ0j46OcrLGde4Uu2MDfzpvOjzla+NOqPOO00V6BJF7VOV8nhbGeI6pVqtpdnZWV65ciWs2MzOjqampHHLhxzHt7e1pd3dXm5ubevjwYXQGSqWSJicn41sPsizLOb7u+PG3Hw7thj3lR+YP7U5PT3P6yg0wkSJ2gGPVpHzp/EXtUgPlcBQPT4+ycXjNFUz6mVd5MVCU6ZUrV/Tyyy/n9qNQ6XX//n1tbm7q9PRUr776qqanp+PL3RxLTicKkYFqTk9P1e12VavV4jh8j8fNmzdVr9d19+7duBBujJyx3QtyoeE7h808emAjHhGUC1BqbGCKcrkc54QgOt7uu79R5Ch2N0zQB6Hx0mrfE+GQo2/O5vnuDWM0ZmZmdPPmzej9pZuMae4FN5tN7e7uam9vL46dknWUJnTGQeLU5ULhUTVd6rV5teDk5KRmZmZyEYCfA4fSYuOnQ3ysFzzuZf/fTHOj7zm21ANPEQHnPf73YoHZ2VktLi5qYWFBL7zwgkqlkjqdjr785S9rZ2dHg8FA1WpVy8vLeumll9TpdHR2dqaXXnpJZ2dn2tzczM05zQs53/texl6vFyvdjo6OoiFdW1vTwsJCPIaKyjCfox8X5s8a5fEjSykiQZTguVGvquVah9hxPlJH1qFW51n6cOchjdxd2fO58yI6CPowVxzD5eVl1et1zc7OqlKpaGZmRtVqNW7eTdEH6ZFeRhcuLS3p+eefj44AEVW329Xm5mZ08BmfO4wuG64ffJsOkKs7tq6z0pNmWFff4O36gPvTF0iOapcaqHSx3WPjexewUaFyOjGu9cM85+fntbCwICnviWdZpsPDwwglvPLKK/G7FFdNmYnmzydn5IbVI4R6vZ4jJnNyBvVCDf5PvSWP0jyMdeHiuaPCZi8Td8Z05kghCl8vf57f79d4S6NOmisQZ0rwfSLfSqWi5eXlKDCe23L+cFjXT4DIskfJVa7z6M/p5U6JO0pOH56LkXJ4IaUHRipVhHzna/huG3zlvOf84pFFarict9xZbDQasSCC140fHBxoY2NDnU5HhUJBtVpNc3NzWlxcjDy3vLysu3fvPmaEnL/5zZhTA4CTdHR0lKuQ5USCVMlyn6+Dr68rMObM/x410k/q1Pma+t+OtKQ6jOf42FL9kV436lmOPKTPlvJQI3Su1WpqNBqan59Xo9HIFSfhLKaG2ZtHs+QeSYe0Wi01m824T/Do6Oix/Yqj+G3U3J1uKYTu97nTlQYPKXwoPX6ixKh2qYHC+yEKgWjlcjnHSNLos+awwoSXeN943NeuXYubbFutVpwUsB671u/du6dms6nPfvaz0dN2BebnrgHhYMH9Fc68/A6FSJTWbDa1vb2tZrOZC+/dAPFD9ObKAgGG8MBOeAgwGH2RTyOBS1/pAbnpwqURGobRISqYxCFQZ6BREIVDg16S7UeuEP6XSiU9//zzMc/BnB1KYAx4kPCA7+m6du2arl+/nhPAe/fuaW9vT/fu3YvGrNvt5mgErT0aZ2zAQG64B4PBY2/i5fuUdniZ/O8l1mn117M2N5jpSxM9cvV1dmPq68f8q9WqXn311TjnL37xi2o2m9rf349QeLlc1u3bt6OsEbHeuHFDX/nKV+JeL57r0TLRMFE8csy1lUolFl1Qls7eOWTPHQZXch7puiHyohjuc8fD19F1QAj5CrFyuRyP46LS1qvYkDU3YN7oN43o3IB45OTG0p1VIgV/RxqvS3/++edj1H7v3r1YYQlU6Rt34REiVozN4uKilpeXtbq6qqtXr2pmZkblclk3btxQoVDQxz/+ce3t7Wl/f1+/8iu/oo2NDW1tbUV5RS8h2z4f1vbo6CgiDOnJFej5lI7IuyNFaWTmB+Re1J64URcmYhBePecClAqTMyWlvijO1dVV1et1FYtF7ezsREFgwEA9rVZLb7zxhvr9ftx/4edW0TfCDSwDU3jpOGMYDAZxERFMBIN8BUR1nBbCe6hM2J5lWYTXUvgp3UvEbxbcq5DI88AgCIErSRcA96jcCHpjXq4M3KPEC0MAUNh+/JEboWvXrsUNxig7KZ+4dkcFRZOWv0Mv5x/26zQaDZ2cnOj4+FhvvfVWTLQ7PMc9fiag08IjbObvQkRxjJcwQy/3inmOK5xvxkCNMjrOrx65+Bq6IkBhzszM6OrVq9Hr3tnZUavVUqVS0dTUlMrlcoRIC4WCrly5osXFRd25c0fz8/NaXV3VwcFBhPtcobLeKCy2PUCDWq2W28CKAYP/UhhtYmJCMzMzuTPjnEccakrnDG8y71FevjccTndA/Ogz+vS8VPrDGrh8+GceQXjE4LzJGnuhAus6PT2ter2uqakp7e7uqlaraWZmRtevX49wM1C2O3unp6dxw62/3RqYFQebMV65ckX1el3z8/NxP+lHPvIRPXz4UA8fPoxpE/phjr53E1q5852+DDWlHXopzSU6auD3vKsISnqEPTNg94Ldm/RFdyaByHhkMzMzcYNflg2rjKrVqubm5qKyhhitVktf+9rXdPv2ba2srDxWFp1GKQh8v9+PrzSGOGCzqSFjjjR/260zKYTnM37ccPODgLoXxKJ54nBiYiJ3QKzDP+6V+PNgwFHwUBqyo2C9WpLm68b4iKScQVkLDPLCwkLEuN2IcY1XiPl7ofzkBujlAi5JtVpNtVpNS0tL8WSD3d3dSA94zNfbo0k/Ygr68QzmzBp6IUpaauvCw32uqL6ZdhFM6A6OK6V0nViLyclJlctlra6uanZ2Vu12W4eHh9rb24sFR17UMRgMtLi4qHq9rtdff12/6Tf9Jl29elW/9Eu/pHa7naNlGmECHzlvl8vlqCyhz/T0dFSaRLLwBlAwfacGymXKWwp9u4FyGjn/j3pFT7qmqcHhWay3O6OuZ9zZ9u/oD753veJOmhtc9oO22+149NTS0lLss9vtxogefj89PVWn04mRKc43+q7Vamlzc1MnJyfqdDo6PDzU/Py8er1edPyef/75CMsjX2yshh6uTwkcHFL3+Y3iV9fBzksesKT0/6YNFJtjC4WC5ubm4ufsbzk5OYm7zWFOGNSZplAYbpZ99dVXtbCwoBCC9vf3tbGxobW1tbiPwu87PT3VxsaGPv/5z+vTn/60PvOZzzx2LBDXwUSHh4fx74ODg+gZv/HGG6pUKpqfn9fc3JympqbUarUiDDA7OxsrUfr9ftxkOKo4wOElNgES0aEcHXdPFw8jzzVOY/f6uJ4oDmEuFArRQ3bBoPleDwxi+k6pfv/REUHuNaGUqBjyZ1y5ckWFQkG//Mu/HIWm1WpF2KparcbqSl64VqlU4skFDr353gqfPwaNKKFUKunTn/60Njc3tb6+rvX1dXU6nVziHScFZcAasH+I5/k6EB3AKwgVZyumBg46ulFPFerTtLOzM7Xb7QiRp32l0DgwsDsntVot5mLX1tb0pS99Sbdu3dL73//+yMPwM3zEySt/7+/9Pf3AD/yArl+/rh//8R/XvXv3HisG4lkY7ePjY7Xb7XgKRaPRiAp9f38/KrlWq6WjoyMdHh5GHqzVark9iO7sugPH2jkPO7zn1yPz9IlDmGVZ5L+pqSl1Op3YL8rSo9Q0Z+xrnDo2nutE97g8ESmmEbbrAB/b9va2qtWqfuAHfkD1ej2e7IFid54jAoQ/4Q34l2gWh8BP9Xj48KG+8Y1vqFwua3Z2Vp/4xCdUr9f1oQ99SKurq9re3tbdu3d1586dCNN6egKEgf1ynq7wHPnk5GTU3eVyOepDCuNc9nGg0JNO31HtUgOVJuVZGMdFPexNvVcIWCqVtLCwECMZrDeVJhy10mq1IpHZX7G4uKhyuRwJR4Np8WjcMx4MBiqVSlFIqcDq9XqqVquR0amoI+8FdIXxcM/BBSjdKMr88Xpc0cDsDlPQ8JxdiXrk5pg7zJ8aPg/P3dN0Grm350rWMW7G6AzjjIVXvLGxET07h+0oywZyoG8URCqsGGl/pxbj8shzcnJS9XpdWTZ8ZQebqXGSPLeHo4TBdVo4pJTSxTdco7AdenC+85zJszT6gB6uNHmeRwX0j9Gcnp6OlV54vd1uN8J6WZZF1IB1QVEcHByoXC7r6tWrCiHECsput5vjKXib/zGO09PTMcd0eHio6enpeAo6ecJKpaJisahOpxPXDlryv0drabSfQrQOY6eedrrZnR935pzujgj4c9Po1GXB0Ql/H5QbIZdPV95plEAfyDsOW7PZ1N7eXhw3SAO6ztES1tN1nDfgQ65FFyEL7XZbX/3qV7WwsKD5+XnVajUtLy+rUqno7OxM+/v70eGE76C/o2eub12vMTanv9OX+3xNn8bRu9RAYQE9F+O5FhYFvBGCpCH4xMSErl69qn6/r2azmXvPDMYJQSoUCmo0GjHMvXXrliqVSiQ84yAUdYIx5izL1Gg0tLW1FT2To6MjHRwcaHV1NRoQjBGMATOgOIlo3EBxHwSGATx35fswvP7fF9I9NYf20kS5/+1M6Z6+ezNuFHEY3ODRB94cUYfDHJIivs34Op2O2u221tfXY2R15cqVeA+KdGZmJnr+6RtuYVCiOrypLHuUfIc+fiAv5bcrKyuqVCqxeIYoyeFDDpblWWnkxPOcln66QgoBpXCnR7vP0ugDI+rQnsNUKZzFIbmTk5O6ceNGzDnt7+9HB45CgGazGdfA29bWlhqNht7//vdLkjY3N7W3txcLJEY5X9KjwhjfeLu2thbzJqyfIyztdjsqs0ajEdcUfnVD4XQd5XSNoiHRHWtElJhCUI46IAMuw5cZSDdQvnbuKDpSggPnRUopD6FLJUUUZ2NjQxsbG2q327py5Uo8kg05hSedhtDHnTpPAXieGX7mrQZf/OIXtby8rCtXruijH/2oFhcX9fzzz6vVaun+/ftaX1/PoSfoQvQHukLKb/Z2umIXUjqPyut7bvOi9sQcFMKR4vGeS4CgqTUdDAZ6//vfH6OW3d1dHR0d5aCcEEKMnjivCgLNzMzoE5/4hBqNhk5PT1Wv13PenSu3QuFROS1M1ev14unMQI14fOQgmB+FGYS2CwsLOjg4iIob5qACzxOwGCj32PHoWVTyNkB0LpCnp6dqt9vxGaenp48lfF0pekTCGkiPwv3BYBANBd41ig8mIkolEsEgeyUUDUYtFAp64YUXYvh+//79GAkD5eFdT05O6uDgQNVqNQcb4um5gWQeR0dHMYnMgaNUhUlDhXnjxg0tLS3pC1/4gnZ2drS3t5c74xHP3pUU/MlaOfyMAAMrIly+gx8D7HxwkRK9qDl8yjjSQh+e5wZjampKs7OzunHjRoSu7t69G9drd3c35nngtyzL4qsw+v2+fvEXf1GLi4taWVnRO++8E9eXZ3uxih/Dw166973vfWo0GpqYmNCv/uqvRqWzv78fz5vE85+bm1O73Y4Q0+zsbIz84G031g7noV88EvFzG1kLIGT6cMfSFTn3uxPle2/ow3mFa7vdbtRTVF2yNh49oX+Yi6NHPh+MJeceIp+Li4taWlqKDvrW1lbsk32b5Kiq1WqMeIj60bs4p56XSuG1+fl5nZyc6M6dOzo4ONDt27f1/d///froRz8a81MPHjyIkRTrgg7zY5OA9TxXlmWZ2u12Dp1hzpVKJSInHILgxW0XtUsNlFehpJUvzuSpJ4TxCiFET9jPtgJbBaZAGdFY5MnJSa2srERl7Qran+slwDAFyeODg4No7PDoICreX7FYjDBgvV6Pi+xC42EuXoArBBaDa5wOvggsTArFeUk+OZQUzvOWwhMuFPTp3rmvTQozOgTI3Hw+LsQYl4mJieh4sCnTx4EjgOJAiIEJUCSer0tPj8B58LXlnqtXr2piYiKWwPJMhxWdZ1DGzBMauVGYmprKRVgO93mUmXrgT9Oc5h4Zp14w1zrfYNxQSihD+kQxezTuUOf+/r6koee+s7PzmLH13B0Oz9zcnBqNhhYWFvTRj340Igzr6+uxMu/evXu5CksMghsJaM86Mz93ulh/h19TWsOXzNfX0H88OnUaO4qQKkSH79I18s/TyHuUPoQO/O+QID8cF9VsNmMO309o8C09oASHh4cx5+19j4KcmStrjMGQFI1bu93W9va27ty5o5deeilWEvLS13a7nYt2fQ1SPT+KlujElD6pI/KkdqmB8mQ++GZ6ZAnMTuLXhY8BoaywoM1mM24k29zc1OTkpJaWlqK3AyGmpqbUaDRUqVRyxQgQmQXy1wyT11pfX9eDBw/08OFDtVot3b59W88995wk5RKOCAJJVa7pdrs5Bc9pA9VqNQo+UArKD++M0NUXYGpqKu5f8PyDCyV/Y7ylR69QThmfPvyoFjd6REIpzuueKN/7PN2wcb3Dku6Z3b59OxdhdrtdHR4eRgeA6Ir582oGCiNQdIyBfRiesOVeP7ZFkl555RUtLCxob28vjrvZbMaxu4PBeDy/6Ml1jFOpVNLBwUFcB39tOlGz52WfpWHo3DlxyCQtDIBPXBns7+9rMBhodXU1916rarUaec7LvuGLg4MDZVkWTxvnlPGZmRnV6/V4PBTKkL1Tn/rUp/Tyyy/rYx/7mFqtlg4PD1Wv13V4eKj9/X194QtfiOvt8s2Pn5rifOa6wZ0PPHTPsUBznBogX6Ji1p/58hvjzoZwnGXWP410UkfPI3t3GBxJcjiePhx+ZCyeipAUNzN3Oh3VajVVq1XdvHkz5vH29/ej43V2dqajo6OIMA0Gg1j1XK/Xo/zwHB8jc4aO/o6rg4MDPXz4UOvr6/E0ihdffFEHBwc6Pj7W+vp6dC59vm5IPfLmefC0V8nC09CACM8di4vaUxVJnJ2daW9vT4XCsOoKfLJUKkWGckuLJwEkwaZb8k1nZ2cRUkOouBZCEyLW6/UYYoO78z1eGqXavV5Pv/ALv6C7d++q3+/r85//vN566y19+MMfjpvXFhcXc3BSv9+PQtvv9/Xmm2/mDA4K26NIDKmH2u7dEQGQi4LhUXjuIcE0wCmeNIcpHNuGtn7iM89whoExUgzbc4TMye+r1WqRIaG1G1vGi9JBCPf29mLfwHy+kRfIotPp5JwZTsGuVqva29uLsB9VgSE8qgb0BLMkzc7O6rXXXtPrr7+ura2tnIfsr5rnDD4/rcKP1YLm/I3X6efguVfvlZJP2+AlV2y+fu7sIeQeeQwGA+3s7KhYHJ4ijtylysuLTIAvFxYWVK1WdXp6qv39fbXbbVWr1VxEXSqVVC6X9dxzz+l973ufPve5z+natWuq1WoaDAZx/8ytW7eioatUKrFEGShseno6Kt3XXntNOzs72tjY0Pb29mMnmw8Gg8j3FHsUi/mN+DhgyPjZ2fDlihhDfzecR1EOJ7vx8Yo3+J++PX+SOgcpLJhGAyh+h36RD8aG7DI3cvK8lwu0ibUlV4tzxjmlIBIPHz6MOqRSqahWq0Wnz59Bf9CFPCUy+cUvflGrq6v68Ic/rOvXr2t6elrb29s5CM/XLEVh/DN3tFkjDl4YZfwvg/ekJxgoFyY8P69AQrBSK+jhNYM+OjpSu92Ok0XoHev0Z3p/TBqCkcD374+OjrS1taWvf/3r8fDKO3fu6P79+3rppZeilwhBIJzjtt1uV2+++aYajYYajUZOmBinL4ZXyqSwg6SRB4t6Ts8hnBR+cMb2zxz6cUFxTw/aez9OV1eMKYTo+cP0Xv/eFanP2RW8R2IUlBCBe/4FwyA9qlrjOfQHvo+ASo9eaFkul6PB9twcjXVzheGwiM8Tg0DuI/WSfc2epSG09JHCPr42Pm6H2SkjL5fLUZaItBiTRxLMibnC516FiieMQb5y5YquX7+u27dvK4Sgbrer/f19vf3229rY2NBzzz0X1xJ4ikiJI3cajYbq9boajYaOj4/jga4+LubHmjmtaakxcMMOv/j5iS4LKQrgqIP35c/2/l02UufbIUrWlmeQD4UeND9izWXQ5SaNLFP5S3UEaIs7m56zS+FpjCROKU7T9va2Qghx6w1Vfs1mMwetusw4TTxiG8Xb6U+qc1Id6e2pXvleKBTiK6LPzs5y1V0oZj/lwA1Ko9FQr9fTO++8E08zh2GzLIvwXVrezf17e3sRjvAEZ7fbjcLa7/d1584d/fRP/7QePHgQo7VWqxUPXpQUI7hSqRSTvqenp5qentbBwYF2d3f1Mz/zM/rNv/k361Of+lSOUTwigdAeEeLp+TwcGiUxKClCFNIjKJGkqTMBEAUeEEfqO9zB9/SdMjy/+/3h3qfUG3JPZhTTuBFx+BBlnjJbKjwowIWFhbihUxrupaMyEDoCsy0sLMQKs0ajoX6/H4trEHKn1bVr1zQ1NaX79+/HsafHG0mPnCzW0eElFKhDjih7FA99PKtxkhSP2wkh5DZnO/14JjwEHMrr17lmYWFBm5ub2tnZyb1z69atW9Erh/ZECHiwRJKbm5tRlhqNRtwwyqbO3d1dffnLX9aDBw/01ltvaXNzU2dnZ3rttdeiIlxYWIgHkjLO27dva3V1VaVSSW+++WaE74lc3IEinwm9gb08f+gRHnRDpjzidPQBvkUeU2OV7pNCt7Tb7chXyAa8nEJ67qghp6VSKZ7gwGnkniZxQ4uOdHnB4WB/GXl0cvXMcXZ2NsJ8OB0ULRWLw1PlOXmHezyi4rms48HBgXq9nr72ta/FvapXrlyJOsf34jltfR4OmTJPKrWB+Zk7fTn0e1G71EDRsaScgBKKIzCFQiFnPNxT4bXPhUIhnuYAs1EmS7jpSWn6Pzw8zHkFvqDHx8c6PDyMGwKff/55SdLGxobeeOMNTU1NaX5+Pu6jwnNIS7pnZma0u7urBw8e6MaNG2o0Grlw1Tep+Y9X0Xg+yav3WFAvfyXiYnFSw0BfPIcx+EkJ7tm5QfR+uNaTlXiL0Ht6ejqWb4PRuyFijXmWQxiE7u12W3t7e3GOCL8fJwV+7cUOMP7R0ZH29/cjfAj0yh46z0cxBh/T4uKiCoWC3nrrrVw+jiQz97E2zkN8h3DhDNBHGpHSnhXiAwrjfDxfexAAHAindbvdjoU7/hp2xu9jz7IsGn7PswGpAz3jKAD3oMizLNP9+/djBea1a9diVSzvaDs8PFSWZbHqtFAo6Pj4OFZpkhvhyCXWfG5uLq6172FDKXuqgDYKlfHvsiyLJ9J4VVgqq6QSvLoPx5PoD7lDjpzGfioGp53Mz8+rXq9H2XNYGB6Ej1K9xdhTnoI3ZmZmIuzfbrfV7Xa1u7ur3d1dHR8fa29vT+12Oxak8HtlZSXSYn9/X5OTk2o0GvEsRRAMd3KBEHu9nu7evRuPxbp9+3YO9Ur5zH/ckfB18ryozxlZdDtxUbvUQPmCMzDPabiQ+RlOXnxAsg+FwXVADdVqNVcq6uFslmVqtVqq1+sRn3UG5VgPwurr16/nzsEDbkBQPDwFMuE6lBnnBDqTev4AGriHlRLYIYVRMBJKiOvci+d+p4Xj0SnO7QySGijHzT0nRnTjXjP7XPxkAQyhGwP25TD2drutZrMpKf/WWO4ln+BeG+tL9VKhUIjVZSGEWIo7GAzfkeOJWYeKfJ3JSzJnr+xzYYLWLkwOUXiE7M8dBT89S3Mozs+UdMcG3qUxXzxRLxTx9fY8CciB85EXFvmeJPpwOd/Z2VG5XNbW1pZu3bql2dlZ7e/va3Z2NsobBTDwhie92f9WKpVihFQoFGKuyN9w645iun/S5YU5Os1Th8sdxlGGe1TUk8KhnpNN36ME71LduLKyosXFxZzzDKrSarWicw8E6lWNPNPng3zjkElDpIX30wGrSkMkCJ6gKIZrKVjhtBXWwTdVY8yZE3Kzs7MTHf6lpSU1Gg1tb2/r4OAgR3NfA/jMUyDMzQOCFF51/XdZu9RAuUKkAq3VasWHEsai1PB0KaN0OGNubk5ra2vqdDqxQs3zSJLi4aNuGHZ2drSyshK9hHa7Ha064Tmh+cc+9jG98sor2t/f18LCQlSS8/Pzmp+fjx5/BrARrwAAIABJREFUsVjU/Py8isViPNfs+PhYt27d0vb2thYXF9VoNLS8vKyDgwPdu3cvlzuBwaiWcsPtm3Q9amD/AoltIlGudxjNFTkVVwiQlPf88YRST8XD70qlopWVFd26dSt6NY7586I/SoaBlpgnig+e8DwkyfWrV69GI18oDF84+dZbb8UTC1zJuzAiiLdu3Yqbbzc3N6Og4iEz7xQShvfK5bI+9KEPaWNjQ7u7u9GQlkqlyG8kkDGs7tXxQ7FBv9+PEWC73Y7XYTCf1UBhaFqtVjzxAUgRQ01RBvt8iHYGg4HW1tZidLu2tqZyuayVlRWtr6/HnB1bKlBkrqB7vZ7a7XaMlpGnYrGo3d3dKAsYn7OzM33mM5/R888/r4985CPa29uL+3SAw1F2xWIxRtFbW1uam5uLx1/hwHBwKbkN5IXobn9/Px5g66dc8yoPh97cSeJdVFTrOb19Xd3pcocEAw2MyKZwnDY+Q+e5k+fOJtHGnTt3tL29rVarFQ0NDpmjIzgOtF6vF/eMNRoNzczMxGKTarWq+fl5vfDCCzG9wWZtL/XneLdarRbzh1/5ylfi2wdWVlYk5d9S4MHD8fGx7t+/ryzL9P3f//26efOmJOlLX/pSdCi80MILc9AJnpuCz5EVdBSfEXWnzp+3Sw0UihKPC6PkoTCE9rANZVQoFNRsNuPx8kBnMAMC6XukfEF9f4BHI16pBCwkKfc6jw984ANxQy64OkrAGZ85UBQBM+Ltzc7O6urVq7nKOzxOz0GxcIyHXAmluxgPx6Fhbv9hrq5gXJhQlBgPBHd6eloLCws5PJ6GgfS9M6O8Uc+14IE5RAKt3Dix7ihFYMjp6Wmtrq5qfn4+jpWKzocPH8acHEzPOL2SC/oy57TowiPGYrGopaWlWIrtjQjQC0DwbF1hQc80OgZyhO7AVM/SXElCS6INEAgvHELQKTMuFAqq1+vq9Xq6f/9+3H6AgqW6jbE70sFzHary6jiqw1A03W5Xa2tr+if/5J/o137t17S6uhr58uDgIBoodxTJ+331q1/VycmJ5ufntbGxER2fra2tyC+MIYVPyQWhyOFhlCe5ZejBmLzoQxpdhEKfVIf6xnJXqhhunG3PHw0Gg5j346Bdxo8eODw8jLydyg3r6ZGIR4zsP2JLy8TERCwlZ7Mzew6npqaiXvPXdPR6vejo4WRxysjS0lJ02tK3fjOGvb09TU5OqtPpqFQqRUc+1fPwK6iE8xlzpU/oj85mzmmp/6j2RAPFALCgvmvfE28IhQ+w1+vFfRJU9hQKhbizuFwuR6L2+/34wkCY3ithvFLGK604bgXPD4/uxRdfjAztR/KgELrdbiy1PTs7iwasVqvFAzAxyK7MMERnZ2daW1uLdCBHxHll0I8I0hUPAuFhNr8ddnAB9nlLynmZCJS/NNDfWOyvOnDj5wLmBsr3aKCwUGIePVEJhNL2oo1isRjHA/9w8sP6+npkcPdIUdoTExPa3d2NQg8Penn3KCM8Pz+fe8eWQzf0Dd38aCrWMIRHr1h3rw/vnHGmxSZP0xBQ+pycfPQaC6ICdzpYf+Y/GAz3v/R6PW1ubsZCBK4hMvfcE4oDWnlOEcfg7OxMi4uLUcZwDLa3t7W3t6dSqRQdjUqlEreMkHNkrYG3vv71r6vb7Wpubi5Wzp6enmp7ezsiDihaXzted14oFCLUzObko6Oj+HbgLMtyexRp8IivO46Nywlvr11aWlK5XI75mdTQQXd4BEdmY2NDBwcH2tnZycFWPMfLueEj1sOfkcqz8xbGr9frxS0WS0tLWl5ejidLgAjV63VtbW1pbW0tGkUMFE4NyBcOYalUUrvdzkVwjGF/fz8iDBMTw5fJIueeI0zp5SfpOFrC326goA1G8pvOQZFsRTlAWDxxT9bTUDQ+6ePj41gFhOHxjZz02e12oxEk+lhbW4tVbw4JcmYVC0slS6vVisn1UqkUK6DAz9kTQ2IQw4vnDszop+4eHR3FU5x3d3cj41+5ciUaAZQ7exDw+A4PD9XtduNmSc+DQE/G79EB32GkS6WSnnvuuYgp+0njrIO/hMyFxV9XTk6AnAfeEOu8sbERGQmoCQWNEoQZO51OfAb8gWF3+AMDW6/Xo3D5HgyS5u74UPhABRM4vhdaOK/Bg5VKRXNzc/FV5ihP91QxAign+kNo3OP25nTB0D1tgyYkqQuFQoQOeZZHAE43lDLvTqtWq9FIHB4exjJ736DrUSPy45WNHsGh2I6OjiKEOTMzEyE3XuUBnE5RA8qP+bD+Dx480M7OjmZnZ2PEQ/HG9vZ2lDk2vUvD/XdA6260iXpqtZpu3boVoUocIzfAyLNv+0idGM97prTKsixGhjs7O3Fbi7/y3A+gdiSH/Jc7fThmyB88xm+H9HHkHCVxtOfBgwdaX1+PaRNyYFevXo2/T05OtLu7q2984xvxUGVoJEk7OzsRagVdYoM2SMXR0ZGazaa2trZiReLi4mKEFGnOo5JyTit8686fpKij4T/SA8jhSLm5TKi8nNlDMU94I/hECEAkNJiZYgbPL+GdozRTBY3gQGhP8npi0qET98a9woUS4zTkRhBgEJKJriwctkwVHZ4w8AARAYaHc/6cyaX8+30QqjS34fkojB+epX+PsfLx+VFJnsPy/Jgr7rSNgkjSsB0vyqO5Udi6R+JeRVksDjedHhwcaHt7W1L+DEOUDuPGODud0jmUSiXV6/Xo4bqS8qoqNwh8xpjcWLqwwVfM41ma86h75PQPVJfmR9yAIXeTk5NRSXsS3MdE1IzzAFLgUCIygpPhyXsvgoLerLUfrotcwHv05wUVKHrojeLy90YBm2G4WVsvXGCjO/LvEDdzQeY8AqZhLDhaDdn2VAXbHkB2HP4F9UgLb/z/9HkuP/AX6+u8mEaU3OfKnXH0er14aEGv11OtVouGZ2FhITro1ALAa8fHx/HgA57n75by/g8ODjQ/Px9fINrpdHIGyiFrjwpdXzqaltLCI8fUEfT2xNPMRyk5PG529wOZoeAdZ3WPY3l5WVNTU7lBt1qtiAMjFMAvXlGFd8v3nrfxRcYAYZwoZeZ7/ve+vfyWd+l4ohnowwWQCIR3Snl1IovFprcsy7SwsJCLoNxA0T8nLKShN/1hmHiWY74wBjRoNptxZ797ZCTRKefGaGOAUHIuII6lexFICCFuHXBlT3UkBQ4wsZ+UTFL+e7/3e7W5uRmLQYgEGZPj20QKKOtRBrZarWphYUF3796Nc6DYh+gPLxrhdCPggged/QQOSc9snFg/5gJd8W59I7IbVaBkjIQ7X0SV7PynUIL7ULKccC4plrKTJ6UQBWXnigT5KRQKWl5ezsGtHil4bgV4Dp4BRmKtkEN3bOG709PTiDbg3ac5Dg5MBXZKHWRfRx8rzzg5OVG73Van04l7fzwHyXj47XC8jxU9yHNdFl1+HAZ2GN8dcOYBSsFY0H+pMYT/OHqKA3kXFxf1iU98QouLi1pdXdXy8rIODw+1vb0dz/FLD6qVFKFlzxv1esM39FJyvri4qGazmaON2wVHE4jw/MBrz195Y6uRG/W0XSppvi8Go1AsFtVqtaLg+r4S4KTJyeFJt1TkABOhePFw9/f3owB1Oh3dvHkzMhmLu7CwkEvwu/fkeC9jYc9IpVKJCUagKpQ/ezQ8Ctjb21MIIb5GG6PBj58f59VtvEeF+whxUdzOuAg1St4VPW+55HtaaihST2yUd+qesZfvoqAxNni3HoXyTBe6EEJcc/fsKRTA4+O5/gxXeDgrbDrlWfPz8/rBH/zBWIUGg4Odc0KBY/YO7bnirlarORrCJ0CM0IqNwIPBIG4C5kRwFLB7dukL4ljLp20INGP2fBry4X16ZR/OFeXjExMT8cWfXgD0jW98I0IylUpFu7u7Wl9fj0iIn6fpHq07d0Q9RLqUMBMR4WT4nDy6nZ2djY6ENNzH2Gq1Yg4E+ZMU6U7UhAJHV3jRgKT4rineBuDGEtoxF0/GA7G5ovdjeFx5+pYSjw7d6WXt4AMMDVEe93hFqOegRskHcLkbC57Ls52fQaBCCPH4qn6/r8XFRd24cSMGEGdnZ9FpYC1JP/DaGjfQ9L+1taVWq6XT01PNzc1F/nS6og+8MhhemJmZiUbNHTrWDRlIDXnaLjVQPnAPAd3KuxA7/go8B/TH4FhE8k9+/D6TdKjILTsKHahCyr8KnL6zLIvlotPT0/GdUDCLQ1b0Scmse+Rpghns3D0r7h8FA/rCeEjrz2BuGAzo5N48ffpCpps16SOloSsizxn6dyhwDL0rEq5njuDqPvZ+v5+L7jwH5dBPCnfQyLHh+ZPkPTs7yym91Jv15obbjZPTxpVKytsIvc951PMcDnmW5p536rQ476cQkd/r8/GTR0ik+8ZYoi6H3lHK3lfqiLjThjFCGUrKFWA47TGovCfKKwVBSnyeUr4UPIWdLxqT77WDd13ugNxdfhyugzYof/r2dYLGqb5wWWPenofytXWF7Wvq83E+wnn2iMKdRv/fjRuyORgM4nmHIYRY1OQIAegFMub77nxeoErQGefDdUs6PrcLo1CuUc114kXtUgOFR8+7g5yBmDx/s5gwM945E0OJVavVeAxHtVrVnTt3okHBi8UgHB8fa2trK3qJGCMYgedCFPaUFArDd59goX1/lWOkEPXk5EQHBwfxhXxguisrK1EJ4OHhoUNYFs/DXJi1VqvlGCSFR+iDHxim3+/H0wbwenu94butvC/p0RlfzJ9IgxfHQXsgLu5HOWTZo6ooz/ucnJzE12mkQsP42TcDXAisg/fs5bKsSwghlyh1hmezMG9DDiHoypUrkVYoC4dJGJM3xoiB9KOlgDQ8HwmvHx8fa2lpKdIsVZKusJ61QUN/maDnm1InjTVwvvXv4O/Dw0Pdvn1bN2/ejA4fMA5OA/vJgPV8Pu7A4IB5Hq5QKGhjYyMWNTBu+BJ+x8mo1WoR0mdPTrlc1ubmZox+vNzd89spdBjCI1gb2Q8h5BxXroMn0CvoJgwy+62IgOAPoD8MCfwIAkG05WsGDxCpQVP4S3p8g7G/D63ZbOaq4oDfMVD+vjzmSBQMNO7wNOu4v7+v/f193b17N1Ypwm+FQiHm3qiKRD/70VuMnagT2NbL7nEMXM7dkOPoUjCWOlrQhfW8zOF7YgRFbb+HdSwmDEGuJ4XcwLCBy4CYYM5yuawPfOADERd2gQEWcMWWhrswGWMgJ4YF73Q6EXeFYChlMHMnYAghQpSeawErlaRWqxXnhKLFwKbwn0dc/hnRXrFYjN5dCsfxPN9U5x4USosz7EgQs4PdvUw/E48xMC+gWmiAYSsWi/GFjS4c6eGcRJk4AdAGY46RAKrDsHg+xhVDmqfZ3d2Njot7wBe1NDplnp5DI4eDgHlhjxfk4AViFJnrNwPxUS4NTOdeJnNnHR2S9lwKhqPZbOrKlSsql8u6c+eOtra2opNECTzz4U2tKCrgM+d7xgEMBI2pPCUqmZ6e1t27d6Pj5M9C8eN5n56eam1tTcvLy1paWornxjEn+NGjMy+y8lfOQBs3pi4Lfo3nVpgvfXt+LEUWvE1MTERnT3p0/JVDiW4YUofToUGe43qMCBMnjIbOdASA/jFIzMMdW3SxR8ecZkEemDHwN8aRHHWqf8iJegGZw8Q8J0VmQLc88nZek/Lbk6THjxHLrcUlMhUJlVY1pWG4C5t7NUyeQRFeetg3NzcXJ+YLynEd6cTwjolYmCTjSCMwPwUAj5D7WHw3qmDwjvO6YUFZpWNhD4d7ow5hpLSBlm74fa4YOhbbhdFb2jdMlo6FhtflBoq1hVHB2IE9+/1+ble8Q3uMi43Pvg+J8TI3hz2cMR32g74+xrQylL5GQQc8iyIIclmsv3ulrljw5tKEMX2m8M2zwnxpxCLpsb0jbqwYE86Fw6v+BlfKtzudjlqtVg7+zrIsHvXlkRMOEgbXz8D0fY5eZs1a8Zoa34aBo+IVgeR1a7VajEJcyXukBH3hj2Kx+FgCfdRap/BRCm87BMicefYo2fAogjnRVyqfLrdpf25E6dd5iTl6taHTwHnUx+bOr0c7roe5D/3ofThSAr/heKJraHyGowaf+HqkY/Q5pmkPp8dFkN+odqmBmp+fjw9AAfkruGFOviei4Tgkhxmk4YvTyCtwNEe73VapVNLLL78cPa9yuazt7W3t7u7GggvpUdWHb6xllz/PJnznuBE/MQLFjSLycHdhYUGzs7O5DYFAG/QJkfHIFxYWYhJ4bm4uRggsPEoSyM4hKsbjlYVra2tRSXAfhhOPi7lSnl+r1SJdC4VChHg4BRxlDd1wENz56HQ6Oe8TxZXmEPv9vg4PD3PK3CFX+sLDI/IuFB6dP0d0iID5eWIICHkMSWo2mzEqg/l7vV6MllOjTbnyrVu3tLa2FnfYO+QgKXrkrAlRGuOp1WqPOU39fj/y02VR3EhBO9+PNDc3l6vMc7oxH84WBJZFOTB/lJwX3gwGA331q1+NcFKxODzV+rnnnounlfNCxmazqZWVFRUKjzZGO28QjczNzcV5Hh4eRlgIGBgvnHwva+ZQz9HRkfb29nKnrlDdB6+zt4ux1Ot1hZA/k9H3NqWORZpXhLbQz09BdycTfUOUASJCxC/ly/2RV6IJoC3mg35BXoG9OdGbeeAEpKeEw4/A9h45kj/yCJD5MncvZOOa4+Pj6LSDSIGY4FRQRe2ntlC5SpU1J9VwCj5IQhoVu7MD/TB2rCW65l0XSbgX7NYTRcaigO+yMCRw/RgREqizs7ORkWFYqpXcAB0cHGh/f19zc3NqtVqxBp+DEiVF2Afltr+/H09x8DeOspjAYTybn8FgoAcPHsQ8GUKDB9bvP6peQfj6/X5882Wv14uvM/BIwz1FL1P2aAI6OtSWlnW71+JRBz8OndG/l/o77EI/eFBe4owyhJFccKhIhDHdK4RO9I0Sc68YQ+AGxb2wNJ/p4/Af9zDThtDxwjXyhp7Adrq5B+7Gh/8l5cbv3vezRlCsLc9gDO50QEOv/kSGfM28DN/3K7FxVlI8KaVareYS3h7BAzmSo0PpOt+HEOKJ2sDNjMcr1uDh2dnZCLtPTg7f17WwsKAPfvCD6veHZzpubGzo8PAwnsRSLBZzr6aoVCo6PT1VpVKJh9JCB+dfGvP3k949euEzL9pw5Ifr0ojHPX8vugD6gpfd4fTIgc+cXz268yIFj554jj/X5+Tz8OIv+NXzycDCOEXoa9cXrs8dvuO1RNDeHYE0PUJzRAvdi75IdQa8f5ksPdWGDhSZE80flGVZVG5YW488ECSOGXGslMUh74CiQChqtVo8cJKEHsbQvcgQQu5IHyIY7sFAQSw/Qy/LMm1tbanT6ei581e++3d4iYwTJuTUCiBJIEbm5guewoR8zgKCR2MAfL8O97hy935RUg5rOFYO7IPiQFGzDnhLGBbG5xEP/ZFsJ7JyBeUK3w0c9PQcotOAMTOelPEdknP4EkXjhoc12tnZiRGBC7z3nRooSnJ9bNzvgpRCgE/TmDOvm6FPx+ldkFHWXgkKzVNniR+Mke9Z4kQIXq+BUpAUS8cxNuVyOZY7O614WzKQG8/2PAUeNKe2UMixuLio5eVl3bp1S4PBMEd67949bW5uxrHCV9Kj90QR8TG+VGf43yjitNKMH6/GdeeEz1IIynmONXeHEkPLOnqU5c4UTpE7aO6U+RYR9FUK8/ocGL8jFimy4IYOvc2eOUcNHLJGn3OqCOOk4ITvnT9T+jBW/z6FVLmG8eKUXSZLT9yo65U2aWUGpb+SYvTkoS/EdK/09PRUzWYzvoLdJ8SGsLfeeismazmBfGdnJ56Vx+bXUbkdGNlxcU5PZtxEczAiuSeOAuFFbWtra5qfn9ft27djYvqHf/iH4zzIqQ0GA83Pz+eqcHq9nprNZoRbfNOzGw0/dwsvN8WJffOt9KhKEKgv9c58/byIolAo5JLgPBPD5DRh8zJOAxE0QuDl6MClrjCZM8KN8QZ68dwLa+lVa1zLsSydTic+E4jB4VSeyTvC7t27p0LhUaGGCyT3eHRMH+RYqARDkcCL5MOeNYJCgfV6vRyUhifa7XYf69/pVygU4n1Aghi8ZrMZd/xTjdhoNDQ/Px/5oNVq6d69e7nT03G6/CBlT8gDd7vRptgBWPjs7EzdbjcWCa2ururevXvx1TUf/OAH9eqrr0ZHsdVqqVarxbME7969G+UT/mfORJ3uEPE5OsWVtxsRaOmQk1ciw7teUeoOEmvO8yRFdAcZ9PXkWvgohEcHALthd351Rw3Hg/wbChzexPFFj8K7jrQ4wgBv+bzcyLsh5xlAg1mWxVfIVyoVra2taXt7W1tbW5HmHk0hG+gFdybRZx6dum3guRe1Sw1U6qkB9RCa+rtdUu8SJeweIFVGeEkOlzgUxsGReHNAC+VyOU6oWq3GzbhEBXiIKHY3ft5geq+eY9F3dna0tbWlzc1NbWxsxBMemLs398RSY8nCeNiPoSHiSyEuoB0/ygi4LvXuEFqfp3tfDik6xuvwAn2lcElKL4yhw0M+L8eiETq+51ovovHkKfOEtg5hpvCee/auQBgjSsjPTnTj5cUWDoUAVSHwPkdXaD4+X4+naU5T1smdP4/m/B6P3Dx/ynjq9bpOT0/j+7S4HgPvMNH+/r76/X6Mltj24Y6JO5Se/+AzP/ECJ8uRAjcgu7u7WltbU6lU0jvvvKPp6en46hvk1nNg3O/KbRQNR8lbv9+PVZnwgqTc2w4cGmOuoyBBV+DuSLkz5Yo15VkvmkgjMylfXMTapOcDOhriEZkb4RRVkfKRFGPzYg+eiSy5/Ps4qtWqBoOBDg8P4z5ScqMuKzSnpfOp66VU17gBu6g98X1QHhLiKXOIrFfyOOHdiroixjh5ueKocBEvzqEah4yybPh+KY614TMKKiCeh+5pOAss4Uf1ZFmm9fV1bW1taW9vLwo0L/Vz5Uu/9JdW/Dj9MIIoTLw2V9oO87kX5lVIvrAwGMLtjJAqf18H3/vhQuFMym+eAb34nLG4oUeAUGCu1FP6eL4KR4XksSseh74k5e5z5cEYe71e3AC+srIS85WujDzSc2eHyMO9PVdKGOd3Y6B8TcjVwj+8AsGdCfc24R33/qVhIRP7BbkGOB1ng3disbM/y7L46gXkmM2bGHKHjQeDR2+J9uIaysxdIcP309PT0ePe39/Xz/3cz+nq1at67bXX9MlPflK1Wi163lNTU7k3b6NTvE+ntxsod5o5KozPXRcNBoPcVhhkAr0Gvd0Ieh41hfu8ApM+er1efM8Yz3cdQRtloNxJcigbWeKQa/jGW2pc3QB7lMJr43ECRkHlrB25xL29vXhyPYf/UnPg+hie8YpZ52WnIc/yNbioXWqgPNFOmEpE1O/3I+TExCCuh9wQxXe1u+Cz0BANaKheryvLhkeAkINqNpvxvU07OzuamZlRtVrNvU4bpe6e4+LiYmQgDlBEiDEMwCF7e3u6efOmVldXIxx1eHioz372s3rxxRfVaDRiVQ4RInki5u/wjVc3ElX2er0cBMGeD39lhZ+Zx4kYQKfuLfrrPDwqciOY5qQQYvaZkO8CInMvDeYiqsOgYAxcgVAJRpEMygGD6CXz7rgwLmloFFqtVu7tvhyUu7+/H2kCHzm8iJLlLDenr3vG8LNDaq70gdwc2hkFIz1Lc88R/ocvoJHnPd1bRwF5LgDDPTExEWFN3x/DmwHI3c7NzenDH/5wPGn85OREjUZDjUZDN27cUKvV0sOHD9VsNqP8kS/GAKQOgqQoRzggkuKrOdjsub+/r/n5eb300kv65Cc/qVdeeUX37t3T1772tchfKK7BIP86E/SK9GhPE29AgH8orPA0A/d49MTrY9ADjgC4/Dqs6FGF54PdmXBnmPXC+HqeC8fbDYm/eoTPyfsAQ1OE5fLiMudRkUd4HiGBLlAtybYYvmN+c3NzcWM3RyI9ePBA7XY7Hn3EXHCwPeJNqy0ZD/zvEPbTOHlPPM3cvQAIQfTjwuOLBLHTcJfrSeK6Z0bfWTZ8Uy0hJoUITA7li8A49OKnVngi0BW356i8vh9iUzJKZIXBXV5ejobOGZD5u9L1SMa9Xvf68UDxkty79lwAytdDa+YmPfLG3PNDINO18+95Fi2F3tzDcaFwOJSID2/JPbeUMVGmDhm7B5dCE+kYUVysux/6i2L3sxNpHqX72Hwza+o5+5o6vDUq2n/W5gbO5cPzCj5uV/wevTHvFPbC6JFn8jfSzs3NxX2BGPR2ux1hTg4+RinC//66Fk9qO1SJ0e/3+/HMNxxYaWhc6/W6bt++HfMszWYzdwiu8yH9s144t26Y3CjwfKeFR6CSYg5Pyudx3GHwPj2Hk8Krvk7ICf8777oMeqSD/uHHS8tddzqNnQccyfBn0T/NESSfk1dS+8kVPJ90jJ/+7nBj+hz+Tz9zXQgfOPT3JCP1xAgK5h518rV7yCyeL1IqgBCZgyOzLMvh314OjIcrDb12qnlIEKPA8SxIbPNMlL+knGfku8lhPHJYJycnun//vg4PD9Vut7W7uxu9Ck723d/fj9FavV6PZeYwoSdwJeWOasEgFovFGDGhVKRHkUq5XNbBwUGsZqRAgPemuNcDAwAbsU4oYaAzNwhEHV4Z5Dv6PRlMFAYtUVYYqLSAA4WDp+V0cMWRenesZ7FYjAl3hAYolghqMBjEpCyfE6m6guE+p6+/BdiNchQIQwg82vMNv06rp20YR99v5tESytL7defC169QKEQFguEn4ux2u3EPj6RYAFEsFjU3N6dCoaC5uTk9fPhQ3W43QlJEWXNzc5IU948RLcC31Wo1KiLneVCA4+Njra6uxuiLjcRZNtyb9z3f8z164403tLW1pWazGWVQUi66gJ/dYeB/FLorcQwUBTZsEyFV0O/3tbu7G40wOoj7XSf4OmG80UspDIuuwSHE0HhU6BDUv23gAAAgAElEQVQYsK4bC3jBeQ1FjyPmeWmPYB3uTNEpNwLFYjF3fiPpmePj4/jWXPQFOX8CAXScQ5LMnTHAx+4AOwQKLdzhYCyXIRKXGqj0HUYImntu5IdQnlh7r2oBfkIhIOzSo/JjJgQD1uv1nAHE4qOwm82mdnd3tbGxoaWlpQjloDzwIhFeaQiH7e3tRaWE0XNlTP9AgUtLS/rIRz4Sv+PUc6dDoVDICbF7JCwsihGBgWEIlXlbKVGBC4XnBGBIjKB7+86g7OUKIWh3dzfS119lQJksQgUMyzr7UfzM1fN8DlFB4yzLchV/NIdeq/8/ae/RG1mWnO9HZjLp09CW62pT0zIzg4E0MoAWs9BG0ELfTF9E30ALrbTSAJIASdDIjWrUphxt+iRZZJr/gv8n+NzTLDe/CxBdTWbee885Yd54I06c7e10cjg4NicjV6PRKBaLRezt7eXfv/rqqzg7O4vvvvsuxuNxzjXvhcLRY6zkt8lXRETu/THqnM/neV8MXDnXW1tbP0CJH3uVUaPpJec3nPtAf4xeF4tF5mwiomLkoTWn02lE3B5SBysBKOSUXOT8m2++ybLuJ0+eRLfbzcMKofeQA2TRYMc6TM622+3G//7v/2ZO90c/+lF89dVXsbm5Gb/+9a/j+fPnFUbEY4MhoNDDUZz1BgCNThjlA1A3NjaSQYE6c0Rjp2/j62jWezwZI+AMvcIAm1VhrljD+6JvHIijivtyVtYlPme5JcLEMXocgGZ6+PX7/ayiXF9fz1PPG41GTCaT1EPYCqoKS1/Ae5ZAweO0g8Rm2p7x867rg/ugTMkwIVzmEXmR0pCWYZyFB69tx4QS4BwpE8Zg8A4k5IbDYXbu9QSV4bUX2mE/v/fGXZTg8vIytra2smGpcxQ2LhGR73if8JkjtvCA3DAqIFYchnlsjEKJvCLuryyzsKOENoT+vPl/f87j9VhNc/DjTgeOUBzhlZSaKRjLGQ7REXi9Xs9jHGq1WqI85q9EYY6ATD9bZi1PpcxwD89xOe+fejmC9PMjooImrTc2Cp43Iig6dKBXEXebgsldAO5cqgxz0WjcNi8lMiDCgIICPZcomjkvo3lTRZeXlzEcDqPX68WPfvSjzAEdHx/H2dlZZW7soCLuqG7TTswD0Q2UMO8CAEI3S5rPHWFMU5ZrX+oJn2MNS0PNd7yOpS0sqVvW03aLewHarJ/WHUdbnr/7LuaopD1hqLa3t9MpIUPonlMxJSgr7a2dUklDoovlmPnMbx1BcbBcmXDDGIFQMCoua2WANL4EYc9mszg/P4+9vb2sniKEZY8GzwI5s7P85uYm9vb2sqLl6uoqXr16lWirXq9n9+Td3d0KsvKeIAsWStzr9eLo6CguLi7i8PAwDg8P41e/+lXs7OzEgwcPcoEODw/j5OQkrq6uMhENlVEeZwCtaVrCFWkgQ5AMCNCRhSt2WHD+zsWcEZ3V6/Vs7wOtAB1KcQWKigDyXAswRRR+D/P4INOIW6SOcnnfkE8qRtBBpJubmxml3dzcVGgh7uXuBRgdWnBxAB1jhh5dX1/PPoIR1Wo8kBwVa84NkKdBdomiobbInRhdf+yFLGJYMfSgW6gfDCy5NDaAl52kGV+32015evnyZXZrYT2Hw2GCufl8npE1R8Rvbm7Gixcvskz9D//wD1OHeBb7yjj1mMtVreg9ZxANBoM4Pj7OA/MePXoUm5ubcXR0FM+fP4/vvvuuQj+T+8WWsJ7k0lwO3ul0KrQZ68/eNecgkTevmYEjTpbfl1Gcc+7Qqeic6WHTgY4OHC1jQxx52NHwThQyGGiYWvfZUV4Dpzu4P3u/DOLW19fzSPcnT57EaDSKq6urOD4+ThrQxRB2QsgyuSQ+w9waNBGx8V58D/tOZGZHW17vdVDmmxk0dBgIxwvuXIIRRHlhoFqtVnpsDiMjWQvFxT4kHBKbhR3BvHjxIra2tuLp06fxm9/8JpbLZfzsZz9LxG1HhwBigEF59Mp68uRJ9Pv9ePnyZR7+9tlnn2W0h/BjNLgXBhwHhPFBUKDwQKq8P0rJeTkYdS6jJf7tiAl0ZmVzyO132tjYqBwt4CQx71KWhiKUtJCCSsVB2FktFotssUN+iOgKCsLUSplnxEh7O4KV1/TUYDBIh4wceGMrgIDuGRHxA4VGPqFr3NmZMnzGaYOFbH/Kxee9b4h1QGdMjVrpy+jXxqHT6eSG8W63mw6u3W7n2kPjnp2d5fvTrWFjYyO+/vrr/H/A2MnJSerNn/zJn8SbN2/i6Ogo/vmf/zllGBDRbDZjZ2cnj8UZj8fZfw/j+OX/3xMQZ3d0dJQybSNlFA7AAnHDUqyvr2dPUI5oR0aIvh2F2iGV0Y+jazMO/K1Wq1Ucnp2KaSxkyVSXbSXjwKGaUUB/AGqXl5cVsGmK3e/lMThyYwO15aeMwiIi21dxLNCbN28SHPIdR6Z2LrZFjo6cXzXtbNk13ef3uVdv3qdUtLUxx8yElHRFyUciYDYwvAx5l83NzUpdPZ6WRHu5AM4HUF0ymUxiMpnkOVMnJyfx9u3b2NnZib29vWi322kwQUII0Xg8zt3tJJy3t7fj5OQkzs7Ootvt5n1ZKCIOHFCZMLegYwxRZBbW8xQRiZgZp/eRYRgxPEb891ESZbhdKpERFc8w/WXBs+LSsQKjYufKGBz9Ydwp1Y+4S/j6PV0EYHmxfJlOQG6QA4ADTop3d2GHnSLjMvXI93B2jAV2wOjXivopl2nmkm40hYrDKmmmkjLl/4l0rq+vY3t7O5kCDGFEVNbL74OePnjwIKMpQAwGr9lsxuPHj3PP4X/+53+mQwBcEHmy94qjHogoIiIODg5iY2Mjj1uno8R9lDuXnRN2w5T4YrHIRskGH867lHbERttOy5/x35k/OyX0tJQJ54BZM57BepS0JZ+1XCDP5FJ9L+bFdDx2kX+vrNx18/HF85AXckw+zdt7Km1fTD3bppRzZlrP9Lzngs/YJ7zr+iAMZOJ7vV7elCO7SbLO5/MMDZ1gphy4XPzNzc1otVrRarXi//7v/5JC6fV6yU0bDTCRVB2NRqP47//+73jz5k18//330W63Y2dnJwaDQXS73ZjNZvHXf/3X8Qd/8Afx05/+NH7xi19UChMQ6Pn8tu/f8fFx9Hq9VJyDg4N4/PhxfPPNNzGbzeLx48dxfn4el5eXuf9puVxmB+fF4rbgYnt7OxO7Vgaeg4HAMCOsJQIyn49AsrCmXOfzeWXznf/mhTfl6iiAHxw2OQcclwsqUCRvarZi8gzeF2S9tbWV46S7/eXlZaXdFO8LUuVdXWDC/ivuz9gojkBWMHjkNsl78OOEP3vFONuIaknG6x6OzC9UrinWj7msnBh250cwOhhgZNRGocxjNBqN6HQ6MR6PYzqdRqvVirOzszg7O8v2Qzs7O/H06dPodrsZ4eCIuOdwOIw3b97E8+fPcwPtcrmMV69exdXVVfzyl7+MP/mTP4lnz57FX/3VX+XxHmYIOBrnxYsXWSH3+7//+wkoyCXTUdt6Q0RGFMsaA1Qx1uiD6T0Ao41kxN1eMRfymE7zmthAGqxYng3UDY64HNWYurUucH/WFgeOLWBjuR0LoM7nwnE/aGgiLINaAI9BH5EV42DOcFDe1wQLxtgMEOyg7azs0LAbzFfZCslO3KxNeX30Rl2Hl0Y8zkd58UGFpqMwJI4QzLMinLVaLUuHJ5NJRljeqDmbzaLdbsfXX39dKcHmnX7+85/H1tZW9Pv9eP78eRpQJh+HAdpEedn4i8J1u93KcfArKyvplGmnXyIl01k2qpR2+gA9JzGhTdy52YUV3Kt0aHZICARGzGvl9zOa5jkoM/k+b2bk2SgG48Z5kK9h7C50WSwWeVhkRPWsGQwtishc8j2UxlEGDp/9GYx/MplkvuLq6uoHxRMorJ0B82Jkx1oxL2ym5P1Mn37sZeqV9bRxRLas9MyNkS/38noyNkd2PAsZZ2tGv9/PHCX3YVP8kydPMpoHrNFd45tvvombm5s8uoNcyGQyya0X6+vr8fnnn8fh4WFsbW3F4eFhOhIcEdsnWFtH0gZrnmvPkeWGOeByNM4PulBG2DzHRUReDwMVOzAb4xI4YoD5YS2cGrDu8XmPARngb87dIxfkpEy1lrLgsRhQ2j4YfKL7vpfZGFNzDh5Yk/LnvrXjXXDCJai47/rgRt3SQ9pB1Wq13EOEM3IIaAdVeajoJVAQhgBUcnJyEsPhMFHc27dv4+joKI0ZXSRAyEY9a2tr8cd//Mfx5s2b6PV68fz585xINv7i4MxpN5vN+OKLL+LNmzfx8uXLWF9fj93d3UqHZztUxsa/HWojZBgBaK/yeHgjQHffds7CCJHFNv1RRkxQXKA+Oy6cIpEQ38Mwgcq8r8h0Hu9ZtrmBnnVRiCv7UEQcAEgSGvC+XCXvzT14DwoIcKDkI8hjgnhBg75QKiNr0xdEdxTmgP5KR/mplx0943IU5ogZZ89ams5hLnBGZV7PTgokC8ru9Xr5/kdHR/keP/vZz2J3dzceP36cnctHo1HmQqbTabx48SKm02n86Z/+acrcZDKJ09PT+PbbbzNa29raimfPnsXBwUGlavD8/DwGg0G8efMmnSXjtdMgorVjLqMfG9KSXuJ+pruYc+yEKTfPl0GgQV4ZYSEz993L3SyIvgF9Bo2sHZEWugOobTQalYYFbJ8AYLtRtWlt05CmEA1qTIuXlDM2AvtRAlz7AdapVrtrjGvq2ikAzx/j8MkP77o+WMXHi1EwQTKXyeSFzPsiQLwAfwdFY7AofnDYi+NjvwlJw/l8Hs+ePcuQ2QMmGjK3OplM4vXr19Hv9+Pq6iqd2e7ubrRarXjw4EFu6HOC/vr6Og4ODuJHP/pR0jkOQQnLMYgYarelNwJmQc3t1uv1Sq6AucagO8/FxmKMDethEHCfAJSIqYyivJ+JXBzvhNOwAUdRca70ULu5uckNzXaazWYzDg8PK0bVzsBGFcdNtOx587HfdLG/vr7O6qPz8/Nc+1arlaiceeNvUIwuU2dcrtJiPkvqkw4MfPZ9tMR9F2tS5ldZf29sLgGXo6kSsaJ3VH6x1o74kPF6vZ5y9vOf/zzXazwex7fffhu/+tWv8pgbzmI7PDyMr7/+OhPq//qv/5pFEO12O7a2tuLP/uzP0rANh8P4x3/8x3SMdMSez+fR6/Xi+++/z72IUI3u+blYLJJmdARjpwtFtVzedt1mg7B1wXlw5hC7xN8daSBvjuBhdLA/jgZseJFhwC7AcDqdpoMqqfzS+ZoZorhra2urYn+cdzfA4b7efOsolItnmZrllIb19fX4vd/7vQQQrlLkPj4Trtls5gZsMz6MtdlsVopLWBtsj/Pz94HT1I/3KRULUlJLJZ3nCWBQ7+J6HU7i7EADPuAQmsjCizDft5Oc9+Tn/Pw8aTonvlF8SrtRXhQap8GzHHV4shF27u1cDO/u8Ze0Q/mZksawwnj+PY9EI6YveB+X03N/Ir37QnIXOaRwiA6EroOW9XzbgNKwk78babLu3kRbVj9hYM2hc9no7O3tRaPRyPJ2EB3rc59sOmKMuCuesNG3bPN7OyPmwIr/MZcNIu9jhOlogOf6vUskz3vioLa2tvL30K6ARZz8YnFbZQnIwFiii/49jmV1dTWLHjA4IHfmj+8yL07yo8MYNKI40728G+/PmvuezL0jGObKtGYZWfFdmJcSrdvxo+uMwXposGc76B/bIVPlrlazbJkGI2LjPbFJzKMr6Sy3RE2mRC3rLtyYzWaVYrPZbJZFJo3G7QnMvV6vAvhtx0uQZHtWro/Xlr9ZD7hKZ19eHyySMHeO92ORyssGi0m7jxqczWZZcLC2tlY5Np3PGV17cnEo7mbApEBbXV9fx6tXr/LzLJ4pSxv9iDuECz9aq9UqxtbJSxCbUZ4jE+dbuCzICJWjTRslK4vLS53TwVi7MtGfp8OCDZ25e37nvyOU/M4bG92ok/eniII1azab0e1207H5YEnmajabVfKWbnrrYgsiOhsVAM3q6mo8efIkVldX4z//8z9TmenaTRUalw0Hig4VjHNkXl0GzLguLi6yctBJ6E+5bIBZJ+fg0KuIu6o7Uy+lk8LQMEcrKysxHA5jdfX2zDQqcKfTaQyHw4yczs7OYjweV8722dnZyTJzFzXhKL777rsK9VWr1fK4m8VikUfUQEPZPkyn0zz+hDWwgeeC3iZ3iSyaZirzGqbnuLdzWcw78ldGU/zdJeDoD/rNvbhHeShi+Rnn/XBOZj7K9yYapAJyPp/nPrS1tbVKhTH20IeGWs/Z72UnTgBgdgrQcHNzE0dHR9lElkax4/E4t72UURjjZt7s+LGbzLEdFPbN72GQ8a7ro458d0jaaDQq3KcnB8/PwpeVLyz+YnF7zsj6+nocHh5mO5Pz8/NK7mJ1dTU7jrPQLAJ5KarqMByE1RsbG7nQdh5bW1vpQECTe3t7KUwY4HIsnLvjQwhHo1GiYpA/iNVIA6HkXv1+v+KgmGsrKF0lfHlB3RjXZbamjFg7J8ShrqAmEXRv9i0LI5x8ZYy12l1rJIf9y+Uyu1t7gx65HxsDR3nlxkfoOIMVnOTNzW27FPJlUMXj8Tg/Zwfiggfk8vT0tOLYeDdQ69u3b6PT6VTe2ejcDvBjLiJXimKgwEsjyxqx8RyDg+ywDkQ+r1+/joODg9ja2or/+Z//iVqtFnt7e7n5kmM2ZrPbE26pnLy5uYl2ux2tVis3JyP/OEjTp66khH0gN8KeNEcA9Xo9e+21Wq24uLjI8cFOOD+EsfUeR6N4nEfErSPa3t6OZrMZo9EoHY/XiEpadMEUM+tsnXOkZABiPXVkb7rWVCwFWC7VNzgvoyiMNrJv9mmxWGRE496idrq+HHGaLnaeCFkytVmO8/r6unKUkvNqrMvV1VXWDBCBraysZO6Wn3LMJb1dRmnl9V4tu48O4qW5QHelQWOSQGEgYwwOnZQPDg4q/CmGjwkDHYIWcVbD4TCrY0oaLyKSVnDS3gekme4h6YihB/WXNGUZ7nqxER4iBObESKukvvi3hQMlL6Mb7s39fB6LDa8dEe/mkJv3Jt9WUgIY3pJW5Dn3Jbb9OSuXP09ey3NvqoB7QFs5gvScl+vi7h03NzeVzeOOWj2XjM20mxPmjrj8/1a2+xiE910l5VRGRKZMjNjtaG1MuNdwOMzohF38AD5HIcgWwMB0N3+/uLjIDesk4wE+5XwaIFh30H3PE9F2KSeWVUcjjpr8Yzk1tVTKkQ29wZXn3rSUQTiywvfsYHhn7lWOE5kB7JopKQ2xHSPzUqZG7Kj5Wzluj4n3MXPl5znQYJzoGDS+Uyhe89KJlHSr17LUOZwX9yiZmvddH2wWi+PBAzPxZWTFf0ny8cLu5u0Q+OrqKs7Pz/PcpYODg+j1ehFxRy2gUByoRjnrbDaLV69e5WedzARZMTEgMwokqNa7vr4986Zer8dgMMhS8u3t7ZxgT/rl5WVGgzg0nsEPzo4zq6CkSiPn3A7z2Ww2YzAY5NyT/7KQYrQajUa8efMmGo3b/WM4ae4ZEXmiLO+PkGD819fXs5Qcx79YLPJ+/P/Kym3LEqIWgw9+cJaACw60BBgwB5wzMxqNKtVKCKplxcLOvF1eXsbm5ma02+1YLG4b1D58+DDlEuMAuqX4xREkNHC3203FpC2UO65vbm7GcDjM6MHG77dxUI5QbXRLlO01tvHgs3YSi8UiTk5OYnd3N9tGuW0Wa4ZcsNel0Whkgc9gMMiScufz0DuAHQbHFY2j0SguLi4qHcu3t7dzU7e/h/y6rJoon/kBIMDQIIPz+Twp4FImkKNyXhlrt9tNubBOm8rkvgbZ1muPwQVIBnXMCQVH7Fvy32yUAd+O4lhv3henbgqxXq/nXk7Th8xHrXbXy48f5tEsz/b2do6ZdlifffZZ7O/vx83NTXz33XepE6yF90bBNLAGrhbGDtCSDjqYeWSOKLr4rSMolBG+ksGjyAgLToCIhTJSFpuJcLRlJ8d9LAwYPip+HIY3m7fdzk3/1Gq1SiUdRnh19e4QrkajUQn9bWDLv7EIUB92AFtbW7G+vp4OBUfIv90MNyLSCCLcoE9z5rVaLReR0BlFA/VaMTGa5npJcoNYnTOMqCKyUtlcfs3/8zcMiaMMHDDJedYboWs2m1lV54IQAAxO2RQwn+HZKLPzPjjVRuO279vPf/7z+Jd/+ZcYDAbZAwx5QIGZJ/KYEXfVRqakeAeMA47t7du32SdyfX09jfunXO4gwBqVKBr597tH/BBdl1QQsgQ4c/4KgOFtB6ZtDCTMYlgPrEvQ+W/fvs08MlVlyIqjFwMZI2tsA/PCvQFMfIY1QV6QU7MF6IRztLx3idRLR4B+3xcpm7YC9PJeMAKm2k0BoiOs433NlG0f7fgpUqBLCDYBJ3BfiTg/jm4jfngihZkmqNCjo6NYLBbx7NmzePLkSaysrOQ2BMbJ+npvJJe7nVuOrVPuRFOCLd+rvD5IpPMQqJby4TwU48UD/eNQlMtKYCdjASCn5LJ2LiIARwlOviPM9PVzchOaCWFCYcsEK/f1XPj7KBUGhLkgSjGt6UQl13K5rCBKI3jfkwQvBotnRkRFyJmLer1e2SLgKMX0jekSPsfvbUzeRRswb86ZMXavN/e3wL9rng16/DcbZ56xtrYW3W435bOMdFzgwVhtIHEYZUEFf7chcT4ShPsp133jNYgpaXOciQGcaRr/8FmKPjA+6Az/JUdS6iLvwf3LH+5FBG5gh8Gz7pfGnrFZBi1HBiI4DH+ujCodkdn4lvLK//tdPMeO0mAZrFd8nvt5A64r4t5F+XmcZcRtx4gMMM8cpWKanXydc0yWgZIu5bvlWjMej5lTqCMiWq1WMiKeAz5bOnHba9OQ99n0MvI0gH/X9V4HhVCYJvAx4SAbBIbPOHz2/iY+D/KgWgf6x8UOGGtv4vThhj5k0IMmJ0GUxV4CUymMaTAYJLrh/UH9UHksDK1h1tbWssLMSuNCDt7HiJIWP9CDOCcikNlslhHbeDyuNLnl/W3EoEG4T4lYLfxlpIbwW5l4BzdcZQNsmUvz3g4uHCRNS5vNZkY6rJm/bzrC72Thd9RTFmTcF5EsFotEn+vr6+lIoJoi7oz/ZDKJzc3NrH5DyaimovCCaArk/ubNm0ohz8devB+NaXkX3h/ZL9cGPUQ2bGT5O0e+U7hAQQQJb8YGkoV6qddvC0qur68zErIzI7KBiprNZjEej/NdkXUfFMp8o1PIlIt30BnLqatn6ePHeyMnrDc6ZfoK+QV84VBdOOSj4l1u7ZywmSE+C1WKvjqK5++muJBNNn0bOAEW0RWcXlnUZLvDPJZX6ZwZg4sh/O7+HHPkzb3kMLe2tip7nnxGmtcEm2q5xC84ep1Op5UqRfY7slfKBTTl9cEIiskpoyQGy8s5amDBS2Ra5qrevn0b5+fn2WIIwUdBGCBUC0bn+vo6K+E2NzcrSVWMGRVacOm8DxU2RnsO520kTKsZvfL//luJplAchI4D5CiTdoTp+UHJuSe9CN35wdEilAvPctiPccDIY+QYH2O6D0maUi2RvjcV8s6OlEGbrtZiTZxE9zsY7TqxbUPhknSUnjO7ut1uVk8io1BTVh7TwawZ84MzZg5MZ6LIyJWd88dcJSAwsuY9yRuZfmRujVgtj8wBvfjoVYlBgFpZWVnJTuMuJOp2u9nl3GdEUXZuWY2ILIpgCwFjM7VnlG0WwPJtdM1nDUyQybJAgM+WBrucG+SJ7iKWY8uUAQ6Xo1Q7EmSb9UIGHK0D2Im6LWPWk1qt2sigbIDAvbFBHq+pfkfLLhDi3nbsDiIA5szFfD7PzdnUBCCPzv3BOjFmA/4SSNgWYdsdiXkc77o+ah8Ug2HyyuovXthhPhcTDS9qoxYRMRgM0mhHxA/uGxFJJezt7WVUM5lMkuIxRQC6dWcDO1Yb85I2LKk675C+jyawgJt+sEL7HCUvph2hlbU0+AgWgsJnQfQRdzvdPX+MBcVAcRwN2wDzTEegHnv5OVM9vhwZUeLPmPnxxkXuX9LFXhMrP3Qp8wRX32634/LysgIUkAXncvihUzlrZ4dgCoL5RgGJbP2OH3MZeZbgptG4O0rdgMXvU9LDjgjfvn0b0+k0Dg4OshLv8PAwIqonw3ojPACMBrNE6zhrnBO0HvpI5Z7PBeMdzGxYXwAaGFQX/CCrpp2QK7cHKunRMpr030yRU1jjNTa6516lDPvfRCSMrwQvfCYiEgzbvmCs0WM7FBdFWE8YbylnJcBh/u6j5HlOSVsSHCAT2KN+v58M0s7OToxGoyx48nwYVCCL6Irthu2hGy472rOs3Hd9VJl5aWDYlMehZ/yXh7Xb7bi6usp9EAiiw3H+C93TbDZjd3e30i2cCMkVdOR9UCDCY1Bfu93OggijFy6UY2NjIyebCNE732m9Q/IYBQRRNhp3h7OZQqvX65UIiOivXq9nAhiKkL0oZRTkgxt9ThaH7LH/g/ngHCAnwS0YGDpvLnZOcXd3N/dFkV8DcJia4n6sWbfbzUaxzC2CyJhwBKb4TD9CI3GoIsba+7QAEVABjHVlZSW63W5WgiJvKysrMR6PKyiP+UAxveHclZYlj46MOI/HWD/lcgTlwhEMF+XdFDXw7nzOG85JVLNO7Hn6nd/5nTRonU4nIiK7qRh0sRew2+1Gp9NJio7Ch3q9Hp1OJ3W21+ulUUEPy71mrEsZgVvvy7wJDs9OCdrPRs3GF70i/+wIk7EDwphr5slshH9vOhXHW1KKpdy5w40jSO+tQ+YMkLyFhpTJzc1N2izsWETkMUIek+eZ9fR88y7YWHSatXPOMOJua8bV1VU8f/48ut1utNvtaLfbMRwOszrTqR5sn8Eg1LpZCjt2InlAMD4BXXzX9VHdzBEy/o3BxPvyY6FzpMQAHXrbeSyXy6QUXGUWEZVncELjfK6HuwsAACAASURBVD5Pum84HKbndtdpFisicvOf8yvOd9hpIoCLxV2DU9OOKIbpGisW72dUUKJPUD3O0YJsZfEYarVa5XRdVwWhVI5IfIibFQyqwry7KQXTa15TFAKjarRfoj3mkXvftycNgbcTZN2cazJ6K6vCcDgApJIucqTI+AEajI33LRFxRHW7gynb34bisywwPhsuDKbROGO2gfY8mDmw4UQPmBdkgSa0JdVFPzvKjzGQ0HkuT7ej9bxikO1sWF8KfIz+GZMjQ8ZkebV+OTJAn8028DfTWV5Ty6TlxE7Vpd9lVIcx533o8IDeRkTmnQCYrA3v6JOlKSzy+zgNcnNzU2k0wH1cYl5Sk/4+OuqIi9+hq86ZU/69XN72tcSZen2YZ++Vcg9IHCVyzTPxJc558bv3sREf7GbOy4F0oALY6Y9x44UJq5kYGzNe3tEQRRfc8+bm7kRJuF6onVarlZ0iNjc3YzQaxdnZWRwcHESz2cy8ghcDA8V5P24iyuTbmdKcsV6vZ6t7lG0+n2dEZAdl58X5TAinhQNqhIPlIu4a8jLHKCHK5PvQVYMcDFERBoh1qNVqSXdRrIATxpCX9JwjToTLDpJ3wbCjKLwv70hSF4OP0TSl5rJunmdHUu6p4Nnm8g2aMMoACSuq14l5WSwW2YzYEbSpJgCKjQwK5s3Bv83FvFsnDBzY9uB8hNeCCOI+h8BZa7wne8aWy2VMJpMKMOFqtVoxHo/j+vq2UTLts6ALXVLvuWJ+HKkQSVAsxRz7eG9HWkRLptdxiEbozL8dlPfrOSK3DJBawKFxX9bA0QEgmbm2Qy8jQaKfMteMfPFsF08BGGAhaEZNLgi9YrwAfacrsBP8DdvDHDAm5tL7Vv036x12cDKZZLFKu91OZ+3v8v8rK3fVhgAi5IDP3hcpY7ewH9ied10fpPjMEc7n8zwIrSzLxinN5/OkaKbTaWWAREIIAH/nPvRSIxKxILPHBeGDhrNDMC+PZ242mzEejyMiKpwvShMRP9ica5TiCpiIqGz8xCmz6CBOUI8NJRyzHTmIHueGkF5fX1c2HDOvp6enqUyDwSCfi+FioXGuCDVChyFgHZzk5ffQmbR8urm5iclkkqG+0TkGu9ls5nk/FxcXeRJxp9NJpGh6wsljWsIAHBByI1OcEujTNOLOzk7SJRgjqBYU3iiz1WpVInsAEeMwrWaFxilaRj/lojqq2+1WFJ757/V6uU44T8ZaFhs5quJd19fXM49FnmRtbS12d3fzbDXWq9FoZKEDUdP29nZsbGzE3t5e1Ov1ODs7S0PoaMIsBJSO6XI7JesmJ/W6o0Sz2ax0CufdoDAxZjbAZRRWVgxjcO3A7dS4B30EHZ2Ry+NdzJagM94KgvN3TtYFCaydK4mpXIuInGtkHue5srKSQNwRIWtmIGrGxXlcxsX3y6jRTgEbTvVts3nXU9NBip+BzhB5AQKIqiLu0im8L/MGfW9G4l3Xex0UikBozwP4PS9iNMv/832Hz1bMkgs1OjJCBCVYIeF4yanw/+WmtNJxRdwlq1EC7m2aywtpvpj/R1mZFxTCF47GmxsRYpwfTov5c6GIUSUXCNBJXubNwuPvMDb+TglsmVMx6uT5CBxhP8LEPeD1ycvZ6dtx2pjZKZbCbzDEvx2tOrrxOlumbMj8GZyV15l5MhNgkFNSmcwR9/uUyzkZxhdRbftiY2KqpgQg91GDBh5E+6bZIqqVqQAAEDZ6hMG3cbdhL50E97V+GwRar8vIzevMWAA7pnFLR8PYvZamkfzDfAJqeabpKtNhrI+N64fWvHxXvy/6QtTmDfQAIuaId3CptunL8t62S7yb9cb/73/7fr4/z/Qc22bz47SDI3vbGv4fPbR9Kd/lfdcHWx2BGuhoQLdblJ1FdUcA6vidSOOzoA08LpQTBh40bQTtSYPOIUoj98R5T2Xn3ojbEBQEUqvVct8HxQiE947QvOArKyuV+zIOUwoeP4bFKGMymVSaVtIA8r5Du6A5cGIkXnkmiM7oDgPjUza5J0ap0WhkMQuUx3K5rBz/7dZH0+k0o1k2PLdarQpVi4NCmAEeoGWoPSJOkLRzjyi5Bbo0jp5X047MJ/k9KBN/1jIKvcjfarVa7O/v570iIpE0l52rQdKnXKwfR54D2qC4ORsJNsLGE9llXxrImo3oRDlG4QAwG0lAFUwCRRFE67ASzA20Y1nKjE6wrldXV1meXKvVsjmtkbv1ysDW9yXqJ4pBRhmbGRjWwMUKBi92hsw1RRLItBP/yAnrOpvNKkfuuLMI40COidyQH2SEjjNmJc7Pz+Orr77KaNd2gagCR0oBEjbOBp5nuNLR+XdfpSMw6DbwNsgBzMBamFkqqUPWp9FoVGyJmRBYAO8tNXh81/XBAwtZzHq9/gNk1O/38wFGKqXXt6KRx2HSOGeGgdj4lIjdkRx5DYwm7YEIfR3ROLnLs1ioev2uS7YpMCfzEOaISCMHn+qFZ4F4NvQiSJbc2mKxyOQz1Vs4I+aR//e8Q4ldXFxkq6fJZJJAAAN4fX17BAPOJKJ6BDhjRamcbMUwACIibo0nR337AEVaS9lBo4w4OB8EiYLjtKAuLKh+H4MTZIj14e8oCt/3XiJH1iWocLTPnJibxyixzqxbGWl87MV3qT4tKWBkFGdQRon8PeKuXRQyBRWN8YAmIyeKXFrOOa59NBol3UWhA98rdbFWq2XZNps5eT82NrPGrCvyx3qbmkLeATbIjyM+o3b+Bi3Ohdxgh+wYHVGwduiKDTLP4H0xxmw8p7DJtss5QcaEbWo2m9HpdBKsUcz12Wef5eZ8OpUbqCMrONR+v59yTAk7URj2EbvpqM/sEc7bwIw1xb4AOgAuFJaxt5BnYdu4vxkq04u2sZZNs1vOvb3req+DKpFqfkkVINzcCV0+W4bbRjoM0F7ZQgaycYsi86rm3kH3DNwGs5wAFtP3KOmuUvBtLMoQ2wvFd4z6iRT9fcrMje4dNvtdzL+jWKBAhLIsqPD88nuPyWtTKjZKyWZmlJgEMrw0SuR1Zz4RYqOnMvpxXsDyZUcU8cMEqiMLZMfKCpr1OnHxTCN4UxbIvOfD3ympkk+5eFb5ff+XZ98XxXvtPAZQt+fQOQyXTZftwZxrJZoFmHivmg2QZZF7u0rT62xwyjhKepXfA0ru08dyrpD9cm7uo7I8j34Py395+Z6lUX2XLSgNr88aw94AGoleYCuYUy7GDxPAmjhSQQbsXK1DngczLZZtOzCcMwEJTtSfR7a4t/XiPlvp55T0533ret/1wWaxRBOj0Sgnkl3qtP1hcHSrBn3xe4eNTGr5HLc6MVdM193F4vYcJd5nuVzmeVJU8XmfDJOJ0UJIQAskraFVMHIs0PX1dQXtotimMyPulBzjzp6GiDsD/fbt25hMJhkJnp6e/mDhjZzZhAxdCnXjBR0Oh/l9NgEzDsaGgrgvn42uE8kgp9FolFHIl19+GbVaLfshGvkjdJubmxlVIewozM3NTQwGg1hbW8vDKHHQGCJkwQ4ROtB0FE4YQ0CEYFTe7XZjOBzG5eVl7O3t5VqZEuMdoDHn83mMRqNsKUXU1Gjc7g+LiCxa4X0wLJ9ysQ7kVxi/k8ooMOiVKBAjxXeIePwZJ983Njai3+/HaDRKBI4uEEViKF0YsLW1lfNnYwPV531JtVotI/X9/f2kBj2vjlJsEL2WZV6NaM85NHSZz1GhWkZJGPQyr8K7UI3I+pfGlTww+oD+M6blcpmVvUSAJYjAEdFdHjD62WefZTRPtZy3pAAOoJMZc6vViuvr6zg/P89Iju04ZiPQEeeNzFI4j+goEsCJXZ5Op7G+vp42FbaAd2u322mP7YyIak3BOlfu4AQAhkz/1kUS8IlsbDPXj0FHKBBQWglx8XmqTxAyBGM4HEa/349+vx/T6TQnE6cGnbZYLLIqbD6/LYNkUUwbIDAggB8MWEpOvoIFx5HZAJsaQghLKpPqsRJtulrPNIAjHTZBovBw+nynpCGsEFAWPBfaiXshJCVPbUfHszmfC6HvdDq5leDg4KBygB5jhNaBuvK4I+5a8kdExXFhbECSKDbfN7I1KkSp2ftE8pn78gy+Z6oShTC15gjaVVc3NzeV/mObm5u5XjgLR10fc3kcyIKpRUBGrVbLqlOqQZEhMwKOrLnH+fl5RrkcocFpwMvlMunkiNtqRmgjovLLy8sYDofpiBinn2fHiHwhbzgPHBNrQnGPZZc1c4TL5ZL1MnpEvqwXGE87KCP2MiItGQvrJvqJLuFEeAbrYANMvoWKvdlsFqPRKI+ZMCVM/huQxvOWy2VS/kS7GO/F4vbcL5wRThS7ZJbCUQvz5UjKAIO5tO6ybcVrxfe8LQg5LFkBb2/hWfX63ZYdbCbPNnV93/XBZrEsADw+htiJU4xlmUvBS9/c3OQeJCYUZ0VOZTQaVegHjAf353cOQXFQPNvhOmixpFa4Z9n3CkRSKhH3tYNCqUw3miqzkfXvLTAsEBSVe545D2P6zI4dgfACl1QMl2lEjIKjFdA9RRucRkyejxNX+T5K6l6FGPMyUWsnj0G1I7kvz+Hfm5axgSwVjc9wmb406PAcuYkwtBbzTIk0dI3f9z5a6EMXY4ee8fshC8wdoMul8nzfBthUOkZsubzNDVKEY/Ts/WVuB4ZeTyaTGA6HsVgsKoUmdsq8g6trLcvYBzvOUg/L9XEkE3G3z4vnWW/4t2XG74OMoM/zebWnZknb+V7Wb/TRcs88ARztDMiVr6+vx2QyyTwhrBJrgQMoi6qc88IJbG1t5XsAoACDtpNeh/scFGMzDXnfGrCOzvGV9LbPwSvvX69XG2z7926ubOAQEe/dsvFeB8XDMFQsEh7chtt0CuiAiVhZWcmkvg1vvV6PBw8eRK1Wi9evX8fTp08T8Rul4lSg6xBeqCgGzWJFRLbWMGonIoyIivB7nIwRxxERGV0RQVL9x+IgNNAA4/E4VldvD+rq9XoZQbpCCAXiPlRpsagWgJLTt3GmGGE+n1fQS6vVyvGxXjgkktvM4fHxcYbnz549q/TnAhmWDty5Po4JB3nSmWA4HOb4er1etsUiQjTd43wVrXcwOvflslzsgqE9PDxMStU5ShAic3p9fZ0NUldWVnI+arXbCjQ7tJubmzg6Oqqg1na7nYjwUy4MmalsNlGjG41GI48QAZEul8t8TzvpEhC9fPkyDg4OMh/njZaWddM19fpt1WC/34/Xr19XcoOOLnjuxsZGrgPROP3a0E0uI3b+35ENVaCl80BGbm5ukj72FgucBLJBNSJtmtAz9AC5xW7wXuiZ7RGNAXgurBDr47VEf9vtdhZM9fv92N7ejr29vfjiiy/i5uZ2HyE/g8EgbRA2crFYZNRMQ19YD/YjUWDlwpKyotGRD4wHMswz0efywrbQTg2qtd1uVyofXRiG7Jly5flOg5hVgRXj85eXl5WDWsvrvQ4K42IUy+8cJdRqtUreid+XuRp/zwnhiLschJEuBoSJMKdJ9OT78h0mwjw2C2NjZcWxI4AuY6HgYAmpmXQjC6Msh7/leE1tOCeAoNbr9XvpSef0UNQSLYFuarVaGmlQpVEqxp+d8CS5KfWFK8dgWgbccJR5cHSAAKK8nh8iFKJxhNZoG7kpUSCft7Mq+XYMk6N4LgwKskXlI7IC2MJpMh6P3c7xUy8bI1Nb1hk7B0fFjqJMTZWXN9+604hlmznGUZXzzzgN+EyRuUqWeWNeWRvGZjBVUrA8h/UofyyTOAfPGeMxu+JuN1wAK9bNzENZ1MMaATJNU5m24rtmYQDEGxsbmZe9vLyMyWQSvV4vJpNJJTpy/hXZtT0DeLZarajX65XcPnluN/ctgYQjXANa0322e6yLi2QYoys6LX/IgmXEtDNzA3gxoI+ICmB4p9688y8RKRzlzYkUELDFYpELxIuZtuDfJYWzWNzt+HeJtYXWjsZokEIGGxAbLDtXCxK73ksDiHDwTm7qaEHyoiLMjId78OzSKXkxGIcdNUaSSM/Cg9DxPY+V/0IB1Gq17PnHM5x7wUDhoKxUtJwiYvY4LBMIquWAueIzXgOMF7KDI3I+ivkx3eVnkA8wtWpDbcNkB2VQxUX5O/LKcyj8IWqxc2DtXEX2sZeNvHWhpE09D4vFotKaq6TEeGdHey7UsXHmcjTh3/t+Bnz8l2fglAwu+DF4KB2P3992wMYT+QG8mTLGuUTcVQ+baXCRiEGkK4SJvLAF3N8FGoAIckgAMow1uoqcs67k93Z3d7Mrx3g8jn6/H6enp0nxsfZ2zhFR6fHHXGJ72T/IWLADOAhYLSI95MXzayBnu2ObgHw4bwt7YsfJfVgbF6yYYXFggNwYwKNH1svy+uBGXSYUgUaZWGBCUfIUhKVQTix4RLWZqAeMoLDREiRcr1dr/vv9fgWxE0mYB2VfCO+7XC4ztwIPyj2YPDs+Fg0hmM/neWAdRpLiAKNsF1lQhce9eA7CTLsk6BveE7qDHl04YhsXDANdjiMiKUfmuMwNMB5XnzkX+PTp0x+gXXe+MCpaLBbZ5Xg6naYz590Y8+rqaqV34OvXr9PxLRaLpN445p7o0EYR5SDqKh02844T6ff7sbm5GU+ePKm8P9H5ysrtgX0kqpEJU2EktamU4/3Jn3rvz6dcHht6UEZDzDXv5I2yGBUbi4i7hrbMGfmz7e3tNAasualaIiyKmgAq6Lf7DQIEXRiAXtlJlE7bztO5CQCDjZxpKzrTI7NEEIzbdCdRHbbITsesBvpl+wGlx/tNJpOsbkRO3XGGSk++S77m8vIyHj16FN1uN/saEjVhEwDJjH11dTX29vYq0TPOgrmczWYxHA6zp+LDhw9jsbitZmauaFjAs4iizXLwWQMSbCc0/XK5TJ1cW1vLIhuflO2tO+iso7VG467CFFsJNYkfIDIz6HF+6gd68z6lspEvBa80SKBNFCGiioqNdLknn8dhDYfDaLVasb+/X0lyGkVxGXnhJHlnV9ugWGW0UXLjfNaKZK61RNFWQJAvi4Cg8b4YfITUc4ijdKmlabkyiuA92LRoysIVjzzXyNVRGPw8SmeBYW1tcIzIUAKMIHLg6LfZvG3ei7IAdoywnY8x4mZeLUNlNF1SXyBk3gPHZbrV92G+kTHWZTKZVAyno2uilPvotU+5HK1Yjh0J8xkAiekaxgEVZkMENdTpdLLc2dV7zBVr7ObHzk9wL7MFRuFmD3zfcpwl+PPniERwWsiZcxQYN+d8DXRhHayDPMs/5Xz7s8gh8+00hQGmaVr0qtFo5Mnd5Iomk0nmkUyFIYPkrL0518/gHXgGkenm5mbK5fX1dW6PQPfLVk5eK+a2TMM46Li5uUmA5gjrvmgdG8U6lJQ0c8e72S668I37vut6r4NyyxULHZMGmjEHaYPAoO2QHHabMpvP53FychK1Wi2+/PLLbAHiiI1BsugIHMdQG1F7sRB4o1dPPAiHUJ3xggwRCBbCBt+UhHNezJ+NhqkTF0qA2JgrKLKIqBxBwvgWi0WlTRPzjhNA8EA9DtcZT7PZjP39/Uo0iLCYwkWZuW+j0chKJNaEPAeK6BZZdDJot9txenpaafVjxG5Hb0PHGtixgcJwSigdebd6vZ5bIdyf0dE60YRltdFoxNHRUb4baND3pQDmvkTz+y7Pr3NbyA8Id7lc5ploGCvae5kaw7j7+AbmZjQaxdOnT/MgRygbO3WiE2Q/4s5IAtSgpTCCZhg8fgCcc0LWMTtWg0eAgmk2KnSh1NiG4bZprqxkb1NZWcf88h5mTcx+MG5ACqCSeajXb5vCMjfs13Trt8PDw2QRer1e9Pv9mEwmKUfeOzWf3zbTXl9fzzO7arVatmujmAI9HwwGuVa7u7vRarXi8PAw/ud//idOT0+j3W6nHMDAUExmkMvcG8w4Io+IBJO2kZ5T5gzZs4Oz7WKuAR7Qj86XRdydWvA+uvyDFB8PQwAxDhG3BtgnxhplXF1dZRWX0cNyucxFjrjLBdRqtUq7FPhUG08MVK1WyyPiacjqd0D4uQhN3UXbimTUBUqnFxtK5IhuMBjEysrtYXkoAULOHPFf99AC4SPsGxsbuTGWfTc4L+YH50C1HFeJfvgd83x2dpbGFxCBwPLuZZEA7+iSYSItum1H3LZoGY/H8Zvf/CYeP34cjx8/TrqPyjCcDfttMMy0QoLGZIyM01GhDUVp+Jh395WbzWbR7/fj+vo6qxhxXNxjNBrFcrnMXmjIuY0Vhpxu+yg872O0+rEXa2GwZmYBwx1x13ILQ1Cr1So6w/vaeECDAUoMIH2oHc6HSJju8ysrK9k+6fr6OlvzsFGV92H+TfGYZXEBj1kJGyWcrXPbJPwpDGDeXcV3H6vghtHo6MrKShYaATCQZ4Og+XyelD2OsnTCgFOqLYkm19bWYm9vL2VhNBrFZDKJs7Oz3JhOdR9Utu0jTsUUIM7G84LDOj4+juPj4zg/P4+vv/46Dg8PY3NzM16/fh2tVit2dnZSt8wIEJmSqnAAEVHtjoHuUzjFehAF2U4AoKgWdXoCPUGuZ7NZjMfjXB+D0f+nIon7PJsNhaMnG0o/tERQLLCNuAfE7zDSTGDJdZbPBCG7lxeLUEZ4NoB+R97D5aRGXhFRKeXk76YES0OEU75Pcf1eODfnYPg9guQxQdX59w7LncwEzYBKfdhk+X02S5PLAGwQ0UJhuEIJJV5bW0shJ2eDwYduurm5ieFwmPQSn+GdLR8uUCkpG9MNyNrm5mY2uMWwWxl5lufD9CPGivvikPlO6Sg/5eIdkWfLZbmOpp6JtpyvwsDhfJyb4T1d7m0n5mMfXO0I8i7BGjLoe0TcVeUaJJX65cS4ETjGqQQiOFcu7Avjdw6kpAzNalAObTth5sbz6jV3fs3zRqRBBE5ES8k9FbGAaoCaOz9AnZWVgW6My/r43bvdbpbxv3nzJsEDYI9xAQKc22cNzASV8lhSeNhexomjYs7vK5KwLnldTK3y/JImLhm68nqvg5pMJinMHiyOotPpZCWLk/lMDhMNEur1ejGfz/N47+vr6wxTO51OFkRQ6AD6xYiMx+OsMvOA8egUWWDgmMwHDx7kJDiv4GiKyYYjNhVzdXUVe3t7cX19Hb1er5JgRImdUHYERJK30+lUjBsC4lNyaSe1vr4e7XY7hQNDBBoE+eI4UVAq98yxMxdEqDs7O1miymcd+R0dHaUhPj8/j8vLy5hOp3FwcBDL5TK++eabFKp2ux0nJyfx61//OjqdTirg7u5udLvd+Oqrr/LwPBB6RGRHiNPT0/ybqwNtLNzpAGNhIxYRuXflyy+/rKwtc4CCgzRZJ6i6er0eJycncXZ2Fr/7u7+bin50dJSI3MAAefuUi3HBEDQajWQMyhwBTtdRVUS12pA1hElwaX6tdtuNwvfF6LABm+j/+vo6jo+Pc33cFspVWowfmTSIjPihoYuIChigUAXGpNm8OxY9IhLcYEcw7OiEwbKBlWWCf0P74kgAl/weAAXIIoJkLfw8jC1j3tnZiU6nU2mD1ev1YjAYZIeT3d3dODg4SGoQ+4c+wgpB56IP6F273U6KmTOnvvrqq/jVr34Vr169iufPn8f+/n50Op1otVoxn8+j1+vF/v5+BgF0heEASwM2g96yeAL6fn19PWsBTk5OUv8ALjhnLuwe7cKwxTguomZXKwIk3td4+b0OysgeR2ROv+Se8ZoWaCYEbhl+mfOceHEmbLFYZOUKyJzBf/fdd8mrb29vJ3JhMXZ2dvL+IOnZbJZ98CgiMOVWq9WyYgdHaPrFSBB0j+PDmRGZUHDg+XOi08UaXKATFMSLZyRn9M7fQYcYoHchHbpDbG9vJ43A+zPWy8vLuLi4iOFwmE4QmrDZbMY333wTV1dXcX5+ng4aZ8Y7826TySQPyfvss8+i0+nkaceUsvt7yAzj934WHIFzFpSCY/C5dnZ24vXr15UIwlRNSYkyryDS/f39jJABUtBF5GsAFJ8aSXmsPrXVFVdU7oHsXalWzrG/53lg3QeDQRpo9t9cX19n3zwisK2trTw+h56Ri8UiWq1W5Rh48lGmwewkWCPWBt3EVhD9GHWbrWA+3KgY4BER+VyAGPphBx9R3fZAOoG5c3LekbjzuzhdGAHekUave3t7uZfy/Pw8ptNp2qvt7e3Y39+PR48e5WGE1glygegf60JkNxqNIiKS/tvY2IiHDx+ms+Ke5CjPz88zzzuZTOLhw4e53owHOhPbUNKXpv+RH2wuB1geHR1V8rwApxKQ2B84unblXgm6cN7vuj54oi4TzP8TLvI7nIer0EyB8f+uzkEJSZ67CICIBQfl5N5wOEzvT87HyUCXqJtqMyrkQthLug9nZOVnYXm2jQXPAhXCpZv2Y3x2MMyR7+P5tjFlwcvL1AcGw0aMd0fYXR3lfTA4caqPOPum3+9HrVaLVquVTURpHAv1h6HjfTEEOG9yAWW06bHy7iguQMDrUtJ9zI0rAcmhcA9X8pkK5L68L8aTs6pYd+/FYf1cDPMpl5UZueBivR05lnSJZdW/Lze48wzylZ1Op7I2vAsRB2AD44Nj994x1u0+arKUu5KS83rxb9OBdi6m95ErPsfzWC/nM3zfkiI3MLBDLY0q8oKBdWSIIySnBHCeTqfpLOi7t7e3l1EWIIMSdtqJMd+AAebOuUP2Ps1ms+h0OnFwcJAyvr29HYPBIK6urrKSlkIePlP2MSwLWJh7U6ZOS2DT6S0Io2UK0ZdTEsy155X3KNcGcP+u64NFEnZKDBDhXltbi5OTkzxThgjCGypBGywM0RP7UTBoKysrmc+IiDg4OIhGo5ELYbSJAiG0+/v7Ff50sVgkxQEqR4Dx5iR/I+6oE4+xjADN7ZtLxlB4U7PPEXJFDWMj+c5cWhFZbMYHAjQ6oToIapXWUnt7ezEcDnO+Wq1WVv1ApZn6JBSn6/VwOIxvv/02HSol11BkzBUG5N4ayAAAIABJREFUz8aTcbiT+3Q6je+//z56vV42LXXRS8RdFAdqrNfrmRiPqJZX4/igBgAfUHVw5tBQJIyJWLwFYWNjI1Etz10ub1sybW1txYMHD9KokHRmTeD8P+UiAkCWVldXo9Vq5RwCMqDrkOMSwECN0Tj0/Pw8DT6yZplg7xl6Uq/XYzKZZPsm9ID8IlVYg8EgAVfEncMvc1Y2bLwj62sjieH1ejrnyNivrq5iPB5njgf5h/LjuRwnYhnydg1vnSCiMMgjoiAvSid/R1kAhvX19aTtKP7q9Xo5F7u7uznP3W43KbqTk5M4Pz+P8/PzLM6JuDtnD5aHdcY+MpbNzc2k2yiGIOqdTCYRETEej/M+yHq3283nAa6Qe+SN6tqypJw1Rcfq9dv9pyVtPp/fbf+B6XBh1cbGRkyn09RrgJ9b5pGm+K0dFJVWIAY8q+kWKDWjMRsSXoIBkcNCCTHm/j4om39TmfX06dNKZ3R4cpS+LI7wv504LC8nX00NOXI07Wdemnc1KuQ7RBqm+UAmKEy73c7PE+r6O6ZAXXpsVMu4MbgRkdVD0FQIlSM3l/GPRqM4OjrKsl3mA7rJSst6mtdm7WyobMBwGIvFIg0fdA2gxu2ljHxZB5QIxwyNxLwDdrg34+QdvIcJ+sk5FuZ7dXW1QqGBgskbmW792MvvHnFrVE1ll0UQvDtG1kjXhh5ghHzznVarlTkKOv8fHh5mCfRkMsl1ACXbiPEujJ8kviMhwKspPkdIXIybcQH6kD3G5hQC32NsMCvcC9nyd5kzr7kBpvXUhpkuOO7Oj8N8+/Zt7OzspKF3XhLnPZ/fHcIKcBqNRvH8+fMYj8cxmUwq0QTr5KjOjpvxGTg7ijHbgeOnfyEVuqwpfTLNyKAr/BvQ6SNvuFdEpD5hWxxtOnrHFjInFJ8wvuVymeX3yIH1+77rg1V8eE48pI/eIDfFgB0yIrBUtrDgRvGz2d1OcSIy0wX8nh3NP/7xj6Pf71eajZJ0RqARUFMHpVOxIWXxGZMrBe3QHLoyucwN71KG0ESGKysrWaaKciBYJDkx0NyH8B8Uwz35O2PgHUFFjMs5MX8WAUNxMXYXFxfR7/czQrMgO7dV0jnMBQbDRsNRLsYGgUfBieKcayICcgRBlBUROZ8gNowCCtNsNlPZbLgASRGREUbpvFEqUxgGQDagn3J5zngXnF65lqapGYNZDOSopFcdJYDoASlEAaPRKCMm5td5yVL3cFD8njV0ot20ZenckAlXeSFTzClrZlDjeWNcgAaDYu5tZG+qzLSUv2NZRb4BJ8z1YDCIm5ubLPaazW6P0SA1AQU3nU7TjrmY6dWrV0kBYl9cLo/tLIEtqQo7KQM2ChnIK1Ihe3l5mRWD6+vr+V7WIztpnktaAnAacZe6IRAg6jPDZLrO0RW2FjDH/AJSywbBv7WDotpuOBxmB+f5fF5BDmdnZ3F5eRmff/55olRXy9g48XsciveTLJfLOD09jclkEufn57G9vR27u7u5KLPZLN68eZMIAWMMveOQmVASJbgvSW7kAifMRCNgJfpm0hEk8/o0c+QI9lqtVqnOwbhhVHDQvDsRyWKxSDRGJMp7EA2h/CQ06cDtXBPnyaCUl5eXcX5+nkLHkRocbscYS8SOsXFLmBJM2HjzDlAy+/v70W634/PPP4/RaJRgg4KJ8Xicyfn9/f2cGzsmZA1jXa/XM6FMa5r5fF45DHAwGKRyGd3awTiq47449Y2Njcx5ujM8yvupVXzT6TQNCiCAdlXL5W3hBN0HoO+YR4MkLhDs1dVVGiIX6OD8qdCD8aBwAgoTo0S1l4/o4H0wMBgZJ/uRQxyM9cbOtZw/ACtjNBvhjfXIunNaljs3SMY44szq9XrlcD+/BxTX6upqHB4exvr6elZEIheAx4hI5gZnToSCY2MuyQmRo3JOc2VlJavyeE9vt2G+XAwERQZ1yBpE3B7H8erVq4i4ZVfo0F+r1fL0iLOzswrY4BmAOu9LY/2wo9g87Bf0L3rCvJNGIS1AnowjkUxlmkLFab+v+fIHiyRs2HkJXs6VLk4uOsnoKhpeEJRCmM2icEgeDV1pw8ICDgaD3JkNgsbIIxRMGkiVyUWp3xXtgGzImWGMS1RnJAyyKsdtGg20YCrGBQp81uWe5AUQYjtC0xI+ZgBB4TuuRkII/PuIqJwmDPLiue4+4dC9pKDKi3UlgqNysNls5qm0p6en+R5EeBRmIAtWYp5L9O69IpZNNj6CJMlbctlwOl/B+oNK3ZEDgIIcs5bvOhDzXRdGyjSZ34l5K6nocpOtDZtpZ+SQ8WCocGIrKytplKmgNeIvHQHUvJ0jIAon5bGhU9Z1MyoeM+9uXWFMOD5H3BhSLoPMMmrHRnmuDLTMQACiKAGHMsaZOSoswcFgMKhQxDiV0WiUzEGn00lA5nnxOt13+X7YSyqNLy8vE6g3m80sMmNOoM3JVWJLWEvGbsft0n6oRAAPeUxT3SWA5fmLxaLC2NgpeS7RBYITz+0P5uKdf4lqKS0Pm81mSYNwhtHKykrFmWC4arVaIjKE0NHE6upqFgysrq5Gp9OpUDLexIbh4awcNpFOp9PKscfeo2RqxhSQOXL+n4Vx4g8ayPSV6UMiStMKdlKmC+GIzfU7HEaJjfq4DyjWTopqO/eOu0/ZMb6MlfmczWaJnECE7XY7aQ2SnRhOvmvA4lxMmXvCQbXb7YxAtre3Y3NzM169epVj5m8XFxe5a93d3C2HbvC6ubmZ9ApOFQd7cXERu7u7MZ1OYzQaVWg75A8Hx7hAjlAQV1dX0W63U45op7W+vl7ZT/Wxl52QHYKdJlEpkeByuUynzt9YW8qTIyKNLdS3gQUOKiKyW8n6+nocHx+ngcZhOO/CCa4Uhbi4wwDUDsIgjvVl3JZBnldeGEbenfEBEEzHWk/RMeu8KSQ7Sj6HAcd+gf6xR+yNMi2O/l1eXsZ4PK7k4bFnJycn2WHi4OAgIu5Aum1FxN3RNcybwZMbtyLvFDO9ePEiDg4OotPpJJsEK4XdBHS6VZqj2vX19bQr3muKHby4uEgg6EjfOXockY/jwBYDDg0GTdvDfpXgpbze66AQCKrRMAg4lAcPHmQ3ZCal2WzG3t5evsjDhw9z4rx/AUPJTunT09NYLBZZ809k9PDhw5yAer2eFODnn3+ewk5Ux2ZSI55G43ZPFEaT90JhGo3bQ7P4OwJkahAUTjjPIlFB1mw24+TkJKkrhIGNiBYEIkY4X0cqOBnoAkeFPA+kD8JFACPumtKSoIQ2ICqAm+a+hPGTySQ6nU5sbm7GP/zDP1QQF4YDqsm9tngu788G41arlTRSp9NJPhzHR8eH8XicDgPQAUBxaxWQG3N7fX2d5+Ssra2lsZ5Op/Hw4cNotVqZT6NIYDqdxsuXL1MRV1ZW4vz8PEEWNBUyZCdNVwwM9PX1dbx+/fp9qvODi/5rjnLJqyEP/Pvi4iKpWgCB+6RxUutsdttChggDeWXeRqNRvH79OoHBbDaLbrcbtVotzs7OUo4oRae9F7qEHDpn4cvULnO6tbWVjh4gVEZ2jnSgyYhKMdqXl5cxGo0q0SGfhabFmKLH3B/HiyF0Xo3oBMNfq9Vyz950Os1ScuYQJ4s8IK+dTiejrl6vl2vzX//1X/Hs2bN48OBBfPHFF7FYLOLk5CTH5UiGcaP32AByhoAh7Nb3338f/X4/njx5UqH/S6oOe7ZYLLJSFBkzwCGXxvtTnn59fR0vX76M5XIZe3t70Wq1KoVCy+Uy54q5ZJ05yaE8PcI2AwaNrjXviiQjPuLAQhbZqImH4XSckCaUcyRkY+18DwsGanYYaOqJBUPIUExCYOgr6B+jZVMreGsbCBxf2WsKB+XIyvcBJYAEXTLvy4vDuExd2bmUEQnfY+6hHR2VIuQACQQebt/dAIi0oDJsaLiHQ/d3/dvOi7+R2OV92BiMkCKMZS6J0maUw+dYYUy8TgAI5q/c94bMOOJ0ZSPjcHSGrHKZUmOdnYNxdPexF0oJQLHh5D34HYDQ+bgSeDFmf5/vuKjJBoDtIIBAaHLrrZEwMmfmodTr8nuO4Kxn1m0XJFm+mXeAlot+PFfWDV/30cLWKUd51juoSyofcV5lPpTvWR9ZE9b08vIy9ROH6+c6avZaMpe2H2YvqNhjbrE3/B1qjbUGZCMTRMI8Hz3DoZsdApRjQ7F9OBc+4wIxnmv5KNMYBjq2ie/Tpfc6KFDXzc1NZZMsi+ZSx729vVxU+G3yDY1GIx49epQL73zWdDqNra2tPK4bZAQKAsG2Wq1sSLq5uRnfffddbG9vx6NHj9LYjkajePz4caJLJsUbVIlMLKSc94Mw8T32lYxGo6QWrWwgQKIkwlZya0Q/jAlBLQ9WI3FOlOB9OQi9ozOjGTj0tbW16Ha76SiIMGq1WlJf0F0Rd41++TzGExRXcseu1jQPjRLRXR0Du7W1lfs24Oy5kIOtra04Pj6Ozc3N2N3dzXlZXV3NiIAyfBsk/m361cgUhOdjspvNZjx58qRCcxKJuPEw8ri3t5eGBrmLuK3s4kC6T7n4Pt1TIu6MCEYHpoA2RPP53ZlqVFJF3G2iZa4ibo2vW1idn58nFQa4e/HiRQKXw8PDNKYYIVoLITMrK7e94s7Pz9NwujLTNJq7RgCUbKTIdZG3Jp+CDl5dXSUQZR0ow7cxi6geGWJ6kbV++/Zt5le5/L7MK/fDMR0cHGQ+yuAbPZ/Nbsu2odQMYgAGZicoQjKIMj1ux+8KVdNgbMH4/vvvo9G4bb4M63F5eZmdLej2gSPEpqAj3ptar9crRTU0Tp5MJilr3m6CXaRwZHNzM7rdbhbR4Kywf45sHS3i0OyYzMTcd73XQRGaUqIKei2T6/P5vJI0hsaYz+dpYOD2EW6QG0YVnhoBY2EajbueZUdHR0lbOS+wv7+f34e/N3qw1+cwRVAPAu/OzrT6AYWWCunwHCOGwPLeREsgJW++hC4yLWOU5l6EFmQMCUZpc3MzDg8PI+LW2flIBqJSOqaTz8AI0vKmXq+ngN7c3OQmP/ZU8UxToo5MmV+iV9aKKOr777/PaBfjRuUnm7WbzWaWw0bcAgeMlfNyFC9QEs9csCGZfIuVE9qJz0K3krtrNBpJR9lQsDZEF+SxUMj3KdX7LitmuefO9B+lxI44W61WhfI0HR0RaXjINeE4KC5ptVrZX/Gzzz7LMT1//jzny8U+EXfd5A1WGIeRtKkmdJg5BLj4Pbm3K9Kg1y4vL9OeELFYB/09R3D8LBa3Wy4At4AWKGSMLgVX+/v7KbPQk4PBIBskm6pCL7FBZpIAcji2brcbDx8+jC+//DJev36dwM5zWDIKrC8yhsy9ePEiHj9+HGtra0lfI6tEwtgICjV4H9aOeXTOmhw+touAg8MXNzY2stURG+gnk0kMBoNKZGpmwmX5OOTSJpKbKtmL8vrgPiiMJJ6RSbNxwhmU4bUT3lZOLibKL2l0BKfpsmUQP7wwRhUhxam5sMGhb7lYKAEhswUH5cdIme6CJwd5+6gPDHuZNDY14H87SYoSlNy9ERYOAaXmWUbWfib7F4gIl8tlRlIIOvegKweOPuKO6uVdfJnatRExVUAUwHzbkIAw2XxtQ2a6l+8zJygljpe/IQPcg/U2rec5BSy5EIT3MCAxdV3mYn6by8i/dHisv4sXWB+cWZlf8X0ozkEOoMABccwTOUl02PsLmRPmqMxBsTYl1Wb6n3eGXoqIil5ipHAk6LfBnu9bGnd+V9Lo1gHTSby383g+Dofih8vLyxgMBrmHE3nxs7i/n2H6jGhka2srDg4O4ujoqDJ3jIH/WsY9hzh9FyJ4X5r1HCYnIvIwUmhD5IH39HiQM+cwbWcN+GCDbO/cCYL3QZcsC8wjc4DOve96r4MiwUb4TSI6orrhkAfzMpPJJBPmNhpWOhswPD0JVyZouVzmnqi1tbXodDo56Ddv3mTVz3g8zsQmdB/vzrNsjEBQIGeoEGgUFgtFQYkRHpKC//3f/50Oln03dGRHCJ3zYjEQNhaScVAtw1wxz4xtNptV6DOEDrqJzb2sBxGm6TdvtuPzJHzr9Xr84he/iH//93+P4+PjHyjQfRdz664ZjHc+n1foA28+Xl297W12cHCQLZGePHmSClHKhZ3G5uZm9Pv9VAh4dBQUw4LhmU6nmWSHNkaB6/XbqjkM1mAw+IGj4xmgZqKCT71Mi7KuzBkNW1lzAz2MHoDJLbrYn4axZ96d76MZ7vb2do5lMBhEq9WKbrcbT58+jdPT03jz5k12/mdDKvMNXbq9vV1xYtafiLvIE31zte76+nrs7OwksgYQtdvtePLkSYI9aDU7cEd3AErnBg1ATD0DJBeLRZ58C4WLfn7zzTcV+8TaU6hAo2PSF2wuB6zjZHmHXq8Xl5eX8ZOf/CS2t7fjd37nd+I//uM/EjiYvjcIpPLV0RF73FxY5cYEMBBbW1tJP/b7/ZRvWIP5fF4pAkNnacnUbDbj8ePH2ZDW2zjYbIxsRUTei3fnbzAhACLsB3YdMMQ9PhRFfbBIgotFgy7wPhJezooyn98e7OfKF1fFYbi5hxEr1EREVLhkqr8iolK2zUbVg4ODrCjCAYE+EHZQGUpgOhCh5r44M4TPyXPoxBLZudLFxRVOdhNVOu8ENcY8YvCNgjjSAoVHGJy74t1dfYWCulIQ/p/3BAVhoLvdbjoUhNtGmjnjAv1C8zUajUo1Ik6yXq8numw0GtnGam1tLWlF05UAFc9zvV7PJP719XWlYAY5MhJlbXH0KysrmadEPlFunJKdM0l7EOdoNPrkjboYU4qBoIXZbc97gPCZd+Ycg4UxtuyiS0SRABEDCxgHjMJwOIzDw8OkLwFkOHH69kFpmtpFT1wJamYAgEZ1rY2vDRQpgJ2dnbi4uIjT09OcW9Ya+TGbYwdeMhz83XmhnZ2dHGfELWNCRxrAIjqHXAwGg7wfG2D5saPhHVzAgLwcHR3lyQvdbjfBvqM5LhcbsN6NRiNGo1EMh8NKzo6TnpFP1gAZceTCxmFsJuDNAQX7nI6Pj5Puu76+rlDjtveABKcwsFGALiJncuY++dgByvvAb8QHHBQKg1Mxp4gQeKB+MXho0B6GFiVH4JxY9O5khJQELzQjC+cKL5cns7ims1yqXSYsS1qS+5abfhFIHJjzABGRyJLvlFSVqQbvyHai1EUYjMP9rDhbCYTr/VEoF4sOsqKTAkYDqhaD6LnAmdVqtzvRcXYWKCsVv4u424vjyiUS8NAA3pTL5znSGnQ6m82yd5zzdaZDPQ5yLOSteB4ySPm4EbUVy/v7TKuWsmKFZK/Vp1wYMGQc6s1dWZhTLkdcyDpzwrqYOnZ1I/crx8v9bKjQK4wdUQP5uXIPC+/Ds61HplH9DoAXED3vQceBs7OzGI1Ged6aiw54Rkm3YXscORm5IyucmAtDgm2iyItyacuIHRCACmCDvKPTjuYsL71eL/d3bm9vV5gBz1N5MfZarZbFEMvlslKtXNKAy+UygQagFUBC7oi55x2ZU9aX7iwUKfE8dNcUMPbedgH7iXzwu/l8XtknazBVyvwP5uKdf4nbo70xZqDP3d3dirdHqY16zH+zERMDSDknCBSj6iThzc1N0l029CAyck4rKytZTULX8x/96Ec5oThYIh2UBmRuI03Exruvrq7mRjveE8E4OzuLXq9XiXwwmu4L12w2K8cekIB1zys2++JsarVatnhaWVmJR48epUM8PT2t0AAIJo0/2XTJdzc3N7Mai3ejEgyB5XPT6TTbNO3u7mZ0g0FiDUngugOBqU3AAaBmZ2cn6UYUma0DRFrQEuSq+v1+UgwgNws8FzLj/A3KgQGaTCbx6NGjyv6txWIR5+fnle/zPSJ0jBHKx5jIhyKfH3tRBbuxsfGDzh+mRJhr9M1Vc6w5sk3kEhFJVVKs4qjDEQ3jd/9DCk0ePHgQx8fHWbVKhHV5eRlHR0fR6/Uy/wENDnCIiB/ovoEa9+KC7qNSmM3bnU6nQpHjwOv1ejY+pXAJsEB1HcbZzEetVstq0ul0mswDToT3ns/nuVGctcGR4JzKCAF7YsfsQgg64+/t7cUXX3wRKysr8fr16zTI3ipi6g0aem1tLY6OjrJwgQiKcUVEpdeeOz+cnJzEeDzOYphms5m2m7HjxBgT0RaME7pPNE3hB+/Llp6bm5vo9Xpp3xxpYqexnc5pYhudwyqv9zooIyNHC95AWCYMcQrkVeheW/aR4vNM0vX1dezt7VWQLUYDR0JvQJwcwgjSrdVq2W+O9jo4PxsBIwDnF7iYYJTDE8v/o2QsuCu+HGo7wuSiohEakjnzvPN3KwN0iTnviLvjT0w9gBRBPTZcrCffv7i4SKRlbnxnZydGo1HmI0zTYnyYC1dvuV0NxmA4HFYiG5wySJ6NxdAjblfktTFa9towbxgHo9rhcJgOGoVGIfkuhs9UMwbc+4WQifcp1X2XqQ7vYXH0yhhciIRsUOBgmhA98VXSTVSnsebci/UrnRSO9Ntvv00w+OzZszRqnLKNAS/RMsaVteZzRKi8HzlIxmGwaKfnKIwIkWgI3UIOnKN0xxHADmPFkfnie+iqo1HAiHUMPWPcZhqYq/F4nE6K7iO7u7vpaByt45yYJ+aUsnscLpEu7+YKSQoXvI+r1+tFt9tNAMvvSybE/2/GAAaGdWO7CAAcsIq9ccUj4yjtpoHm+yLJiI/oxceiY3Tg8m2g+LGg8W/CXKplWEB+jHTd+BPDA1qMiOzB12jc7QcYj8cVYzEYDHJ3/P7+fqIn37MML02DRNyh8FarlYthSpMJdiTjShkWxQjdoTU7vVdWVmI8HlfQND+UwRqdGlWzHgguAoQyRtwZReex7qvIu7y8zJ55dHeIiOwIwp4ajymiunmS9aY8GmWgZJ9qzIio7LEAEW5tbWUiHsdFrs75O9NevAPGyl0FkMNms5lGdbFY5BHiRJeeK4wM840RYV8fiu21/tgLZ4JxYgwuZmDt7aAAH9ZBd/Muo0fngllv6FAAGk6ZXAIyS6HIdDqNV69e5R6br7/+OnN0OGrnI8g51+v1SpNioj8Ag9fSlLS7NPgCrHpNuC85UfdadD6XIgGod+sg9oALuYKBAGgxl51Op1KccV9in2jVHSym02navx//+Mext7cX+/v7cXJyUgFCduB25BGRwI21NGBHFpEbwB52s9lsRr/fzy4mOK6yes4OxMAA20LXGgAKNg8A0m63E5haZ7Gbzhmapv+Y64MbdVkYJomu3RGRPDXIEo85Go1ibW0tDg8Pc/+UhQ5UxeRsbW3F48ePI+KuHxfe2JV7oLNGoxE7Ozu5sBider2e/bR++ctfxh/90R/F7/7u72a0NZvNknLEeEfctdXBIbsKiQvF8MZWUDBIl71UZQQFeuUwQcZJSxsQKUlJnCNJUnb/Y6xMB21sbGTuxlHukydPkn78zW9+k9HJwcFB5n4wYrwPOQB+/9VXX8Xa2lq8fv068zw4wNIJ2tCA2h49ehQnJycxm83i888/j36/n0eRUyHFnh2S2ZeXl/Hy5cvY3NzMbudsQMVYOfexWCySktjb28t1iYjcfPnmzZuo1WqZH3PuZblcxtHRUW54BjnXarWkJ2nMGxGZ5/rUa2trK8eEs6JTAsDJDhIjQ84C4w81Ukb+GFjkw5EzEZqp1fPz87i+vs4cB/qN81tZWYnvv/8+zs/Po9vtxueffx5Pnz6Nv/3bv81IjLmCLsdgmhZlvXzkOfrjPZWMs1a73cjOeuzv7+dmanI4g8EgW2e5LdH29nZGChGRtN1kMknaj7wkBhT5wYa58Afnyvzyno3GbRHPcDhMB29w2e12c52Hw2G8evUqHjx4EJubm/GTn/wkTk9P4+3bt9HpdHLurU/Yv9FoFI8ePYqVlZU4PT3NwqGzs7N0OAYkOMfJZJLpie+++y4pvK2trZT9fr9fOW3BwA+HQhoH1oFoFLvtKJacP+Cr2WxWqpKZw5LmBWi86/qoI98dObwr/HaIy4uXYbuTl2WCDASAcnIvDLppPO5DNGeBMz1zenoaGxsb8fXXX1cSj3yXzxrt8U42wii9uXfQL5+z8fRZRX4OQmRnx9hcRBJxR69yPzfLJHo15Qb1UxYXkORGUGzc/ByqmTAgjhbInzHHvKurs5gXIhYoo1evXuUx8RhJ1rakKlmLra2tfCeeSxENRox5xSjwe5wrvDvOnO+YtuW5bGNwkQ65MUdrTu6WFNGHLiev7ZRMk/IcDCWFI2WRCO9Sq9UyyjbYgMGAqkJeWSsiCNbTHTd4D+j02WwW3377bXz11Vext7cXX375ZfR6vRgMBhllABSQQ97BYMJ7bQCarszju3zfdBb6xDu7E4sROdEnTYWZExtS3ue+CNSRLLrr9cbR4/hYO8YAq8I9AMU3NzfZ/XxjYyMjMtbFDIxti/O9VAM612QWy+8CC8F8Xl5eJs2NAyeHjOMunYdBPGMgd8oPNpzner6cI0c27D94N0f09+rN+5TK9BcCBcVmPjbiLg8Ct//27dvo9/uVe9hZoRwgx/l8nnRdt9tNgQZBg1yZSCaH1iTs0bLTefXqVfT7/fj888/TCHEZKYD2XOWFkrCINvw4FKijkgunSwLdDprNZqJA8gdOJCI0TmLT6QDhnkwmWbxQr9crAo6Ct1qtrO7DwLIrn9wOERJOhbkfjUb5WQQGtHhwcJDoyOWnoFzoubW124a0L168yAKWq6ur6PV6ERF5JDb7cpgXxowBODg4SHQ/GAwSXDx8+DCBhBWUeUdmG41GdgyBnmNNqYp0VP/o0aM0/EbQx8fHUa/X48GDBz+oPvpUB4UskZPFWTo/yZxwZhDygHE2vWwaGn00eCSid6skdADKj3GwHcBNkYm+b25u4l//9V9je3s7Hj58GH/0R38U//u//xuj0SiNNLaBMZSVd46cOCvIHfu5h9eVOaJDq++lAAAgAElEQVT0v9/v598AY6bTMJLQcw8fPswuOAABiqXQeahUZMf6gJNDD7iwV71eL22SbQN5XB+xUa/X4/j4OBaLRTZRXltbS9nGcQMgms1mdpSPiCz759nsLy3ZBGQAIEqagOiVaMwdyg2iV1buzqbD9kDrTqfT6Pf7mU7huay5HSzNw50rQ+9wiNbV/ycHRXTipLsVjAiHSbm+vs6+ewcHBymsePT5fB79fr+CehEMO42zs7OIuDUeRp4IIeje1VZEGYSN5DKeP38eT58+jc8//zxDUWhKvu/8mhETCnZ6ehrz+W0VFofskQgF5TOe0WgU9Xo9vvjii+h0OlGr3XZMBtW7swJ7GsbjcbYkcmsmDhbc3t6Os7OzNOpEJMPhMDetssfEBswFLSghc29+3wrIs8fjcUREPHv2LPea8XfnM3DYREfQML/5zW+SjkVeVldX814lKoa2HQ6HST+Q6N7c3IyLi4vcaIlyosBw/gg/tAI0sZ8HGHr48GFsb2/nQYoXFxfZmePm5ibbcJkiXiwWP+jz9rEXQI8LmTG6xBEhf5TcQwcbEOK8qKwzm4Dh4//9DsiFowFyh9CgzDfo/rvvvov5fB5//ud/npH5aDRKnYuoVlXOZrNKlAFd9/Tp09Rxb/6EwsPG0OUBwHtwcFCxReQ7jeqpNqZiEHBHYQpHZMDMYCsi7nKEzgEzThwIny91Btmv1WpZCQgooIT7+Pg4beXTp0/j8PAw/umf/intgCMOxry1tRXffvttbGxsxLNnz+LVq1cxHA4z12Rw45xOo9FIWvPBgwdZ6MSaR0TSkBsbG9nVfzwep+7bcW9tbUWn04mrq6tss4T9hcpzjt9gn3ckUsR2m/16357C9zood7zGW9rL2puWSAZlYMJ4KRCFKQgcgY81sJKyaCVqRQj4PRNjBDCb3W7KA4G4asu0BIJiGgWnB5LHSOGIGSdKzHcRTJq4RkQiOYe3pg5BmQgFwoTDYR5xACgESWruZQNtCoW5cI4GWhbBYh8Fz8HQra6uxsOHD2N9fT3Ozs4q0Q7/hk92qf3r16+TTuj1epVkL+/Iu2BQUTajQ4QYyg1ayz/IkjciM2+eKxy7aTTmzXkgJ7EdWWDE3seb33dZdk3Pcpmm4X0AbMw182KQYRagNJzcw1QLURpjj4iko+0woV65Bxtpia4AHTzHlylG3okqNp/k66pPU0zeB2U6iR/kAZkuZYHoCP3k33Y2jtqRGYNmrxk6YRbI6wBwYy5LCh25IYdGLvDBgwdZRm67wL2g91kPdBJbaPtgKpu/lxQc+XEoXKJqoh3LWTkHBr383fNiW8jfHEHxXqU8sp7vut7roN68eRPb29u5QRSv9+2338ZsNsswkdwKDgv0wmeo0kL5SY7b0M9ms9jd3U0jwV4gUJwVCKfERGO0EVwQEsjy+Pg4w1uUc21trbLZkt87Ub22thbD4TBevHiR+xcODg4SOXoz7KNHj9IReI/MxcVF1Gq1ROYRkY64Xq9n7sfIeblcRqvVysaZzNPe3l6WrlJG32g0cn8DDTKXy2U6VCv19fV1UqLeeB1xi6ig6hgHgn99fR1/9md/FuPxOP7mb/6mUsWG4ne73dwx/+TJkxiNRvHv//7v8Zd/+Zexu7sbf/d3f5cotdvt5nk/0BqdTicPS7RxRLlns1l2db++vs4qLXb+W9AXi9szeIhQd3d3U0lJ9OIkGf/Ozk40m814+fJlAg7Kws/Pz9N5k0v4VIoPg2oDBvIE9KDkgBuKWTCk6MLNzU2la4fXGWPmTZ0YDZLxULPoKwUHyCc0EGcGra6u5h4kKMr9/f0KOjZdZ/oew/nll1/GkydP4quvvop/+7d/i+FwGCcnJ6n/2IWyfJ0I7+XLl+kgGBu2hn9vb29XdArbBFA08CESevv2bX6PdkxEgXyfCJqIyhVqvJ9z2Og2HU7chYW/t9vt+MUvfhF///d/H8PhMIEga3N9fXv6wIMHDyo0OONBbngX1hqZ5lkwXswLz5jNZql7fA45QJYiIvWOdWq32+lskGUDTaJEKngNvJB5l63jtN91vddBdbvdiIgUVBbg4cOHGaVApbibORMM98nCcoGqa7VadqEG3UMNRNx5/ohqNwbTGKbDvG/IUcGzZ89ic3Mzjo6O8sgF3gsDbARkBN3v9+Obb77J4gB4ZMrmQV3eHIhxI6yOiCwcQKi9Twcj32q1kk7k3aEIG41GHk7HgXz0OyRf5ehwNBqlQ0YgHSm49NjJcs5n4t7NZjPlYH19Pf7iL/4ifv3rX8fZ2VkWZeDwCNV3dnZiuVzG69ev4//+7/9iOBzG7u5uzo0PWzQ3jRCTM2s0bjcLQ6FA27Kzn+jWESRl3F9++WXek6QxlGWjcbv5tN1ux9ra2g8UDSNOf8X9/f1U3M3NzcpYP/bi+8jlfD7Pg+Ii7vb+ADQo5+XvrAlGld/zOT6LLmEwvWnXkZKrVEHQJOExzmYc6AHZ6/WSIt3b20vKGifB/aGqoaShu8kLzmazdK7OK0NNOUIsK+W4LPMRUWnvhQO6urpKUAawItLg4hBWDtfkWXwG0LxYLPI4EhfbOOqAYcIuQltim87OzuKf/umfotPpxE9/+tPMf37//fd5VHur1crNuVRB//rXv45utxvtdjvOz8+TPrVdRBfNBECT4zBN9WMfDMpNCUP7OT/JZwA72F7WBmDLM/gvaQ0ANDphZ3rf9V4H5X0BOCcED0EG9WO8MboRd7wuAzFdlS+g5BqfR/ktuO9KCppDtvAZYXGWEwtkutChLEaEZ3BkOKXRKAMLbu7YY7PQmILyZ3BSLtwAAWGI6/V6vvvKykpSIUR/zBVjdRRG0YJpGAwG74aw+J2MeEB/7LuKiHj8+HEWn3AZWYLwMFrsf9rd3U3htzO3coHMTB3we8aNgXOJrSlWR4pGaJYtDCzrCBDifoAcLlM7GKBSjj/2MtVNlRa/Nz3Lu2LYHLU694CSO5JxXsjU9X05Ke6BoeG+phiR+fX19Wy8+/bt2wSisAQRd522a7W7zeFE1t70WVJZvDvrZerZ9Bvv5vdkbMhvSVGVzys/g43ClpRJe1PnvKsdp+WlTBE42oZmG41GcXFxEV988UWsra3Fzs5OslL/H2dn0txYelztg4kECWKeOA81dKvVXWpbUkuWrI0/O+ydHeG1/Qu89h/xv/DO4ZXDS0fYDg8Kt3qs6i6yOIMgZhIEQYzfAnoSeaGq6i7dCEZXc8C99x0yT548mS9zB5hjj97e3qpUKlmJwKI60d/fsw+eLsZmEwwAZrx98uPFz31jXO7D/y+OkwdVfM9Tk4yVH6Pf20HxoUQ8eEJEAKVSySYgFovp9vZWnU7HuOpIJGLGvVAoWN1ALBYLJKahK7rdri0ekNf29rYuLi5skKBdQLnJZNKousXchUflJF9xZKFQyFA5hyESKbJRzs/PrY7HL+LFTUF05ZWE4XDYOmNIMmUjOSMiQ0kW5ZBgffTokdFdnU4nIELg3TKZjHq9nq6urqxW7OLiQhsbG0ahYozb7bYSiYQKhYJ1PT46OlIul7MWTh553t/fq1arWThO5IFxLRaLSiQSRnuGw2G1220TgbC4Nzc3VSwWVS6XdXBwoOPjY1UqFXMwKJkYw3w+bxEWyWBqRXgHDApIF8HEaDQKFPuiOKI4mOgCGtnXnfGZ4/HYksGNRkP5fF7j8Vinp6e2B6j9e9umeu1Gi0YDz8O6JGrzFA15CgogoVkwHBgdEDtGibO/WMfS/IBEaO/hcBgQ+UjBrhgeHPhCdMQqvpMANXisG/K9JOB5h3Q6rXQ6rZubGx0dHdm+u7m5Ub/ft6gEB4MDINL1DgWgBer39CJgzjMksBkPDw9WhEwnF2/UiRYAogBugAm1eF49ir0izcA6ZKx8ZAHjIsma1n766aeWy1taWgoAk9XVVe3t7RntRtd3STo+Ptbe3p42NzetjsoHDuwPImjsHXV+t7e3Fi3f3d1ZxLX4WXx5QORLiLzK1Ksl+fKOHhtDCoSAxJd3vHbfvG1TcRNQNA9JaA4v7RE5RoJkLK1u+F0mkU0Gj+4FEh51kED0SjvviLi8Rw6FQqbSwXFyqB2f45N3KJjgT3FI3W5XrVZLtVpNOzs7dvKqF1N4dATi8FJmxieZTAbQJWiGjew7LXulpE/OgpYxPOPx2BaGJJOfPjw8qFwuB+pe6OXHO3OsAp8H/+97iUGfkUgFPbKJ/DwAYOjjlkwmtb6+rmq1qk6no2Kx+DtKUI+mvJGMx+NGt0QiETOm3W7XZO3cH0fFPGKMfNdolEck+4nM2JxLS0s2V6wLxjwSidgx4NBmqJ/e9cK4sic8NcR+w+lwf/6fze+pQCko4PC0MyUCGBPAJcAIwCcp8Nk+GgBkIpZiffgaPv6Oe6RSqUBuC+N7f3+vVqulk5MTbW5uKhQKWdcSL1TxtJAXvXhqClvDePo1xDrhswDZXkCwGL0zH945e+flHW40Ouv6ztrxz+3Bsf88/oafMZ/YKEQTRNV0UVlaWtK3334raZZWYc/v7Owol8tZXtSPGevF58TYCwBML5SC/mddQ5H7tYmTxDb7+/Bv30IJ+8k9yO97RxkOhwOHhr7p+k4HxSQxaRgjvygxxhgMXpiowucG8KJsDDwoBo5BIMxnc3j08rbL01UYflAkk46RZVKhFYhwfGhLxIhR8uo/xsNHUhhxaa6O8oh78fehHkDokiwPxOLmb33eA+PiEVIymbR8Sy6XCxTmNRoNVatVc9IIFTwPDH3Fhoabf52RYKPxzr7Oh8gsn8+rUqmoXq9b3smLHhbpJB9JeCBBIhwVEtJrxsTTgV7dxXpgIyQSCUP83nj5/mE+98GzIb3mPovFxd/n8lQL91mkOzyN6B0Uf+eT0X4d8Ht+PH0eiOjQq0S9AfH0j39GT4Hx3qznRQWip3d5dtYxMm+Oj6d0xFPunpb3ij0AiN+vrAmvwuQ9UHuSr/M5GB+FeUEB48C4+/kIhWYCJ2wHP6cDCuPtbaWnunwkiGoRgy3NRQwURlNDFI1GTQIeiUT0+PHjQD0TYg5fLgD48MAWe0tkh9Mk7070hO32FB3jBS1IntYDGC7vFH3+zUf6gEEfMXlq+3XXWx0UgzUcDlUsFhUKhQIvVigUjFKp1WrWvoaJYfAoOvMGjkkhn8KhWb5HlzQ3wCAeIgQWE5NKBATajkQiKpfLKpfLSiaTZoRIRPoIxytPCK8jkUjgbCVqYjjcDiTW7Xb18PBgfesI0z3KJBeD8o+29uHwrJHp7e2tqtWqKclwchhPHDMCgbu7O+3v70tSIPEJqsc4w/03Gg0lk0k9e/bMgAL9AFnovV7PjnGmA3Or1bJaEmqYyEtGIhGVSiVVKhVdX18HEv/kG2KxmAqFgqHag4MDPXv2TP/6r/+qXq+n8/NzqwO7ubkxujEanbV26ff72tnZUTabVTqd1tHRkRk0wMLDw4MKhYIBCByU75K/sbFh6wapey6XU71et03PfBJp+XqrbrcbKC7tdDom5Pm+193dnR10h3PytSL+GTB8CFcAMFA8UDPQ5dAtRCylUsnQNgaRerB8Ph+I8HFarNtisWj5CdY/EUQkEtHZ2Zk1fvYshP9Mf5SH/51sNqsPPvjAem/S4X46nQk0QN6+gbL/e59j8mwMzA1z6aNxHwl4xwPNPhqN7FBNPx4+HTCZTNTpdAz8sY58PsbPHU4Ux0BvSkAUYDmVSpn6NZfL2ckMlUrFlKrvv/++PU+j0ZAkffjhh3r16pWur6/10UcfqVKp6OXLlyYMYQ8sLS2pVCqZDb6/v1cul1MqldLh4aESiYS2trYCPfxgYSgiTiQSev/9961lFDbMOyrviFijkuw8QF8OgA0BWCymOxavtzoo36MOGsS3GcGQRqNRC6u99/UhuFc+odzDMLFhiRoWPfZ0Oj/FlnvzbITFXq4qyQw7A+EdkUc5PiTHcRJNrK2tKZvNWog8Go3M8LGB+Rsv2uDnXo3Efcl5efrFIzqMLiidokUoJnql8bkUS4OWGXfyhBhHxo2xRkbs1YneSPv2RD68R2HH39B+n03BM9MRIZ/P6+7uTsfHx/ZOHN7GoXEYYMANBoo1QQQAaidHw3h5lAx4oHM5ETjPj6Hi83HO3tD6CJI1WKvVjAZZ5Ne/z4UjAl3yby93BvlSTI5IAtTr6RSfpPYAhv1I7sDvSe5NxE204ceFZ1us25FkhZoeRIGcpXlkzXxB8bfbbdVqNctlNRoNdbtd+xsuv3cZM77vf89TnX5/83vcm7/1zgPQ7E9+9ekGH4n6WjFYHvYS624xEl5kVfgZY89eDofnx6Msis34N8refr+vq6srA5QodDOZjEVamUzGgArvjc0iSsSGY1MQjrEmRqNRoEUU64B8FQELY+0jdvyEb6lEdOZzVD6qJHf3NrD31l0GqsHrIUNmgTKwoGcoCJ+45UExepIswd/r9dRsNq31BmE56GU4HNpRD6BjuF1eFMRAfscvLo9E+TwWK4ucBCuXX2x0M49EIpa/yWazZjw4ah7xAoaRe3olHZ8Zicw6K2B0bm5urO4FYYRPDJN0TqVSgUQ9jm1lZcXEJ54CbTQaNi6eU4a3jkajdgZTIpGwhChO8/b2VuVyWaFQyPKH5KPgzymAzuVy+uKLLyxy5TNpNxSJRPS///u/BkByuZwGg1lTWa9WhDrudDrmfKGJEVZgzBlvb0yJ/uhgXavVTLSyCEB4VjapTwIT2fhxJY+1sbHxe+WgfB6R/UPinuiAtYZTHg6HBmZYU4iDmFMYDQyMd2JSsLDeCy34W38qtM934twxWlCszWbT2vl48Q57DCDqc379ft+KtqPRqLVJ8tSed0IAFUkBR8Llcz1+XHEOgBmfR2TfUwNXr9fNaY3HY2NufKQGa8Az8XM/Hx6sePDDM/I97CY1pZKsxg2QkkwmbS/y7vl8XqPRSOfn5/rggw+UTqdtDhBHLS8vq1AoGAjwz+BLCwCXNzc3RpO3Wi2l02lJCthzAGi/31cul7OcvO/Z6PNa2Pnr62vbg9gjL4xgnGApRqP5QYmvu75XL77pdKrDw0OFw2HLYbA4MaaffPKJKpWKKpWKbX4ehoUAZULUBAoYDAZqt9uqVquGCEja53I5yyXhUEajeVdyv3A97+s7G/AzH82wOXlWn2jE6BEt8dXv91Wr1ZTNZpVMJo3i63a7djQBEQ1RAWo6KBByItzHO8vLy0uFQrNedNBr0GU4Luga/5wsQEJpHPnt7a05CzYpz8Y4I1/HwJfLZXsuDBzikFAoZI6P8SNS5ed0ecZIsJFA/Xd3d0qlUkqlUsrlckaD4hR5Txb3ixcvlEgklEqlVC6X1Ww2dXJyYuspm82afLfZbGp9fd26oj88zI7dLpVKNresB1ppYWDW1tZMmAH69TJe5qDRaJjRe5eL/bK6umo9HIkkcTaAKHh6olAMBZEl40hky1rnCBqUccwfa5zzl/h75tiDDyJoHJLPVTEWrG3qxNbW1tRsNq25L4aLvwmHwzo5ObFuEp7iZN8lEgmLqGEtUJuxPrwq1xt+9jlzxjsDWDGogI1IJKLd3V37GXRWLBazNls+mnz16pUZYJwe9xqNZu3O0um0FUgT+ftuLoig2JPsDcaUfC/rejKZFZvj1D/44APF43EbBwKEk5OTANNACyjGiDZWHpj4vKuXq0PphsNhUxLT/gvncnV1FbCj2C5sE13UmVe6hwBGAcwELa1Wy6K4113feeS7/WJ0fqKk94xMGhJWjIBfNAyODwvZ4B61MXielmAwofiIeDxN4S//GWxsX7cEzeS5bf9fUNnic/A7IGyfMAfVY/RZED7S82FzOBw2UQZon4Qwz8/EQ/dArUIt0JnCn1VEkhijBfLEAHrjI80pDDaqR31EQj7yk2SAhPlifn1EwTwRsfr+aPSUC4VCNo58BoYLZEVU7nN+RD2MAxEEBhWQwnv4dwZRcvFZvoMBMuT7+3sDFVC7JLKZ73e5/HrjvowV88wXwgJP/WA0PcPAZ+LYcPZ8/iK9TKQD5YJhZH+jmvSfiTHhWflsD+o8neajBv++rAm/h/24+Odmf3oa0+9RKah4ZP3icH1ECv3s7Q5GWZpFzCg7eR5PFXoWiHdmbHyaw0evPrJiHy+Oi1+PHpxAjwPYSqVSoCAfWvj+/l7dbte6Q8AK8DyeufH2h8tHSv55WXPsCeYA24nTZ7z4LC/K4T19iog5I4XBGlic48Xre52oGwqFzMD4Ser1eioWi1peXtaLFy9sUaRSKZN11+t1Q2gMoI8mMMCoZHyuiPuwoDDq5GgWDQ4GjMXERiYxTDdnFgcLzy9uzoZhcj33SnSD0RiNRkZDQQHS1JWNXSgUAhPFYqSFUaFQkDRTKW1ubpq6yS82hBTQiwgDSNj72g0cSKFQMJrGAwOPrqCPptNpIAqTZpw7whXqS6bTeeEtgIX5KJVK1j3DV+PzXD/60Y9UrVbVaDSMrl1EukQNyWTS5OmeNiHXRscNOkkwvvyOR5GZTMY2A2MbDoctmmAzTiazsgkacjabTf3kJz8xp7S5uWmNgjm+4F0uH/2Dpr3Um3Y8S0uz/miIVjY3N60jfD6f13Q6DXR4Z+34sgPyC4wra53i5V6vZ22zOp2O0U44KG9IxuOxyfpx1FCgzJ2nlj2w85ESvwNopEjdAyOiCtaOp/awQ9gEbE0ikdDDw4MhfeyWNO80Qaswxh5Hznqj+BhngcHl/zc3Nw3YIpDxufi1tTWjifP5vO07itMRcXnWQlKgIBl75T+DzjfU7J2fn6vX6+np06d69eqVqtVqQJTAM9FgmvfAtvlaLJ+6aTQaCoVmcnp/tp7Pt/OuOFw/10SOvKcv0CZNw5z4MfbpmDdd36niIyxjQfnJWFlZUbVaDSxUECC5BGgCHMXS0lKAnvAOplarKRaL2flDDFoul9Pa2ppFC+R9fKgLogaNUqXt0d/t7a05vHg8bjkGDDaT6GskQDLko25vb40yi8fjhgZ2d3cVicwkllBKKFSgrTxyhjeG7lldXdXp6WmA4lleXjbKYHl5WRcXF7ZY2+22YrGY8vm8iR1Awxg5aFFp3rmCxQrAYAHybBcXF9a9uFgsmkG4vr5WKBQyaoQ59/3whsNZbdHKyoq9N47It20inzMezzs6QJEOBgOdnp4at57JZJTNZpVKpaxnGTQq+RGMJmvW5/5w8p4nHw6H9p7kUDBoiUTCIj6olru7O2vtBJrEkH7fi+gOo8B65dm513Q61dnZmSaTWUutwWDWofvx48e2jskfTadTo829AUf8wL7A2GxsbOju7k6DwUCFQiGQB4RW94ltUDbA0aNeDI2n8j0LwffYX/T+Y496OprxwaEyz8Vi0da2jzLJk5LzItKR5pEB/SkpMQAIrK2taWlpSRcXF0qn03aEC2vHR2XYhVarZc/mpf6eXUDZmEwmzTHTtxAQDiDnb6mNBJRja4vFolZXV5XL5ey9YrGYqXwrlYoSiYQODg5Uq9VsLAD+3jHF43Fz0Kiu+/1+oL8goI3+ltD+OKpqtWrK3s3NTbXbbeujSYRKMTj0JSIQqGz8BHNFPtrTvK+7vrOTBIjdh6s+IcpGoMrf/w5Iwofz0+k00LvLL2YfsbHYMW60/+d7XoHjn4kLvh/v7mkk7ueRG9/HoUEVeZkoz+XpI79BccREDtwbY+7fC/TBhIKgMLw4SiYRw+A7NSAe8WfPsGFYXDhN3o/v+w4K3W43IP30dBvOCOcG9YJh4X7MG7+PU4aSII84mUwsQe2VliBsT5cyFxgdb4i52JwYFJ8fWF1dNUEO8wId4+krTzNAj/gO6LzXYg7kXS7/nD4qZI4wegAHHAOGmXo+8mFc7AXm1VN/frzIswEOaeLMePHu/l15Ngwe68j/jafy2BPe4HjRAvuJ34UWYnw8vQcoQxDDPTyt7veSp07D4bBJxz1YWaSTMP7sEWg79jLv76nJxWdhzbFfqeFbpN95hsU1zFh4G8l8sV8YdwBnrVYzLQBzg0PiuTyVuGi3vT1iTUpzCndR+s0Zcoi1EDZwH+yXp/0Wx96Pm48asSdvur7TQeGEOE4brziZTKwFTDweVzabVavVMq0+Gw0arFAomC6+VqsplUppdXU1kByE7gJ5cJ+1tTUVCgVdXV3Zi1KFLsnCSz8ADGosNj9/iRAXBMdGYEFCP4JA0+m0GXBUPrlcztoiSTKa7MsvvzSnMZ1O7Xc5+yqTyQQKC3FG5LT4ur+/V71eN0NZKBQs4c0cYPC9mhLEg+GpVCpW/X52dqalpSWlUind3t5aGxVopC+++EJbW1sqFova2tqy+aNztzRvKYQIhgVL1ISjBiUzP9BNqPRSqZQtXOq0SO62Wi0NBoNATUy9XrfNQh0GBnY0GlnrnbW1NW1sbJgDj0aj2tvb0+PHj/Vv//ZvarfblsglogDFsabZSEtLs9ZcFxcXGo/HKpfLthZRSrEOv+9FzzpUqT7iQSSExBcH4ekUUC3AAIqS88iQJGM0eT8MLbTP2dmZut2uNjc37f29AfP5PEAW0TmRBEbOXxhGX8zKO2Bg2XcgferuQqFQoJjeO072oG8gzVxgHLkQVPh9zJxHo1HrLh6JzApfvaCCaB/hiu+C4Z0Uz0XUGQrNyiL29/eVTqcDjZ5R6K6srBjlfn19bePDs3nHzrpA9MLJxV7Ec3l5acwE7a18SzTfwqvT6diaIae8srJi7EkoFDIZOUfF+1MqhsOhDg8PNR6PVSgUtLGxoXA4bHaAyA6xGHYIynwRtMB8ARZ6vd7vL5JgwWIMmEgWCB2O6akWCoVMgcMXHlmS0QssRIp0mfBWq2Wen4Ruq9XS3t6eUqmU1Wz4Pll4YjYWvDI0E7UGRHSgBAwMnLjfcBhbuPt0Ov07kRW/w3OwkOPxuNF2OBgpKHsnr0U7fb5fLBbtPT0luZgHxHCAPpBtn5+f2zLGBesAACAASURBVL0YcxYWRg8OvN1um4IGpM6iJefm29nk83lJMzTFGBMdQUVxajDOX5ItPigADAvtYph7j7bgsRlTxBU+14bKEeQG8ucdvCDAU9UAKtq6IPv2Cet+v69qtWp0BOPMF6DiXS6fhAfI+B6XHtkT2YXDYaNnOp2OJbQ5zRWnKgUbKxONAF74/nQ6NUrURwMYZ8YTwIOTofyBnCN7BGDh94RH7x6Je2ETrAJzBIvB3OBIFkVDpAugA3FQGDzPylxfX9v+hcUhCr27uzOp9tramgFnT23CCPm6tclkYvPuhQLYkGg0GgBrfv0BxH3bMABFKDQXsOCAYViur691d3enTCajUqmktbU1PX36VI1Gw0AN64u1NBrNezeyF9lz2Ezy+IBY1lg2m7V1yjwjZ6/Vasrlckomk/Y9KFnP2BDY+NpOfr68vGwKbDqlLwrd/PWd1YZEIT6Z6ReVTzSy+JFvQ7WwwECA/nwpvDRUGgaJe9BQks3gnZF3UD7cxJDxGd7Q+r9jI+H1Pe2ySDV4MQEGgcXAM4BeyCPxPSbpdWG3R5bUglHMSLRAfsAXbbIQSIz7TcE4+LwazTDJnyEJRq2GoWJxEXUyd14pBMVE0pnoClqNpOh4PDs+AXTm2wVhKLgvZ1lxP6Ig3gs1n496WZ/egODs+DcAZZFX9/SRdx7cn5yhpzkBMRjTd7kYS+4jzRWsfKZH0awxjzYXk+tIwz1dxHv71mHeybJ/iG54P6IiTwPhYJD/+3fxdC5rzs8L77S471ijrBccoc8RkgtapON8jo37Le4nvkcPT6hE9km/3zdkjw3ztYI+YvVUtp8T/t/bEIRd1Ot5sQjrKRqN2nlKksw2ENX4NUY0is3Epq6srGh9fd3y+xTKw1QhmMEpewqOz2aNSDKggB329DDzhsCt3W4H8mOci+fzTjzLeDy2NeipbfYe9/YU4+uutzqoRCKhu7u7gCgin8/r+fPnenh40Pr6uiGqVCpl1A7oJxqNWgsgzi/iy+ca2BAkNr0ToLt0s9kMLAw2lu8i4SkLzhGKxWJqNBrK5XJGa7AAqRvhOQg5kRR7B8KCrdfrVnQWiczOK6LYkXfe2toyVAXnf3t7a8W24/Gsq/b6+rpevXplmwD0AsKCwqMdyueff65IZFYn8fjxY4VCs+Plq9WqpBkFiAOiJT9n+EDLEX2R2CUCpm5odXVVqVRKm5ubhkLj8bi943Q61fX1tSaTiba3t80pPzw8WN4PUOGjmaWlJe3u7hq1y2bAIECXeFTPvTGaGOv7+3tbeycnJ3YmErUokswBt9tt/cmf/InOz8/1z//8z6pUKpajwHDToxDjQfRGhHV/f29jmMlkbH28y4Uj911UQJzUj1CzAhgA+NAKB7qzWCzauUk+74lBhSa1Tf7btd1sNtVoNEwliiPjnX0EyZhPp1PrNh4KhUzsgPH0e9ULkvycYvwxYMw/9+VzUXxhG2A9MJQwGd7Q0tmC54nH40aNeeUh+V7o8XQ6bdEDERndN4bDoZrNZgAMkhP1jt8X31arVU0mE7OD4XDY1H9eScg5ZFDugA0owG63azamVCpZk9h6va5odFYgv7u7ayxWNpu186GoP2S8oSiJ+P1J1Chdb25uLLqF7cHJ4uwQr62trWl/f1/FYlGPHz/WP/3TP6ler5s6FIezsrKibDZr9ZqAXiJT7N3Gxobtwzddb3VQcPOcIoth48BCJI4+4sAjo+6CcvD9q6CUWNj8PYWfyH7ZXJJMwkgUwWbEkLOYk8lkIPE9mUysGzWbmcmjFxgoneeR5slKjAgIho0BBQclAK8OLcegY4ygK5gsFj6ThVHinVlMNzc3Vu8gzes4vOqJsSLZGwqFLKLFSWFMMGA4dS/08PUeoVDINiMSf+aROR8MBqrX61aZ7iNlxh+60Z+e3G63bTyJioh2eA4QIM86GAwM7DD30+n8kD2/GXkfjOnDw+x4hY8++siObuFvQLWMFYxBLBazY+o95ct7+yTy97l8s2JfPI6wAYczmUwCij7Qa6PRsHXmETERgM9bwSJwD0Ah8+IFD56N8EIYwAPPwB71Lca4j6fg/N+DxvlbjLyP/tlT1H75olJyZ0TYPlJj/Dn+xItF/GePx2OLyLgXNCNrFbBBZA+AYV/x3l7p6EUH5F7ILbOP/KkPzDW5Y0+Tsyd4dqhozyJ4GhxQgK3EAXEPP6fsV8aGcWVPTSbzIzdQKjNGOGIvZa9Wq5pOp8rlctra2rJ0gWcAmB/y9DzrYvDh0xdvur7TQeVyOZVKpYBh56gGDAmOhzCbgUMOjbSRhcJR1/wuXr3b7VqLHE+nQHVg2JkkTxXwb9AtqBoH5blvHC1JdyI6FiMTymTioFBUMdk4bWTCnJ2EYfbJXIwOEQD0DtEZ9Jck42lx2mwAjDCUKgsImtEn3pkXad46xht8jtLwoblX0pHP410YKyIxKAEixB/+8IeBNcA4Y5ABKKPR7MwgkKNvqAuXTb0XOQfWDiIXDAuGBP4fapfnwzBT2/bhhx/q4eFB9Xrd/h5jwXxAy5ALoyjaU3Q8+7tcoHWS30T/jBVyaB9NMIaIKNbX1wM9C+H2ibhZB6wnnBb35TO9cAFjC3VGnstHt358MNDSvC0T98JGMJ+LTgpq1IM3gAaGGaTtIwDfA45Ijc+liS2R32IagvdiT/M9FKb39/e213BIoVDIeuBhh4hAeH7mDNDG3uMZuEajUaC2kvW2SNX7KJV9xrix5hkH76D4wvnzjthXACtjzTzioKfTqQUGSOQZBz4DoQqdWcLhWaeJzc1NRaNRdTqdgIISEIS9h1GTZOIbnOTb6D3pOxwUvffu7++tiBTUzMJHQeQlylA8/X7fugD78D2TydgCXFtbMy4TxReLcHV1VU+fPlW9Xjc1C4jSX9yLRTkazY5NB1EuTmYsFrO/QdkCSiQighLodDqmFGPxJBIJra6uqlAoqNlsqtPp6OrqypAcfLRXw5AcpQehN6rT6awA1jdePTo6srwLtBgIrdfrWaseaX7InFcE0qT1q6++MhVgLBbT1taWHR9AN4qXL1/a8eeffvqpybPfe+89Taezpq7b29s2N61WyzYd9UutVssQPfPI+7G5h8OhFTpizI6Pj7WysqJisWjHhXQ6He3s7Cgej+vLL7+086WYd59zhNLzuUmc6MrKitLptLWWQsDS7XatmDwajVrBI4cwElVls1krBt7Y2FAkElG1WtXa2to7U3wU4UajUZPZ8xmgVwzLzc2NoX8MMAdzUvJAMfj6+nrgwDwuH/0TjZ+fn6tQKGh9fV3Pnz+3Pei/MC78jFo0nF86nVYymTSHCztATSF/58EKexBg5CMZaDtAIz0/YSigvUnyk6fO5/NaWVkxpSmOiF525J53d3cNlBGFLkaJ0Le+psoLSRACINThvfh9T28SpWJfUCDX63WjcOm+j6OB8SGfAzCp1+sWqXqRFcXiXoyG0g8wQ54fMBAOh41+xIl6Ron0BTYHuwT46Ha7RoUTeBBdA2D5XEAKDrPX61muFGqUtbooUFu83uqgfNU4A4fCTJqfRePRJWICL3qAbiCfwHktUFUYFNA7dA8en75cIAx+1y8SSYY2vUJJkiloaJbI32LUfIjpFwI0E4op3onnwCAuIkfCeJCoR5cYAikYdrOph8OhhdFMIDwtaJN7kkcCIUIF+IWHCtNfUGQsKB8pgr7pjeYpWEJ0jB5jjDHlGXxUzOeC4hfVj/7ebB5+HgqFrIsFm8xTPNyDLxY+nwcootAUhZXvPMEa9nSTpEC0DIDgYj7f5QItwuVzT2/kmFvGFtTr74nTxylJQZqcy9NQXpDkW3Xx+b4tDoIkT9l7tsJHFH7Ne9EP88T64/dQrnqUz3MDPmEHiLh4B78GPf3knQ3vAKsSDocNSPmcHiCS/egZBByqZ1B4R9IXREKeAmUPoAr19Cc/Y2x81EOUTnTLfKKe9PPkI1svfiC68nlV1gTCEPYq446d5nf5PC9MwsH544F8zhhhE+DR03rc3zssbDA23+f23nS91UFls1kLaWu1mvV/os073h0Pz+LAQVDbIM1pgoeHB6sUj8fjVq+EUePvLi8vLXdC6xkfyjIgqMSYDNA5m1RSoOu4r2THcfqN7RVx0C4gaW9MPJU1Go0CtCXJdp9385EhqARkQsKUcPvw8FD7+/vWeJWFu9ifbXV1VRsbGxbRLi0t2XHenmalcwELFQBA9Mhmop4tk8moWCzqiy++MHEDfDZHwXuZtl+UOCM2ps/zgMx4fupOEomEotGoIUOEMeFwWBsbG1brg4MD2GB8WXftdtvqg6LRqNWUbW9v6/7+XhcXF7ahcGCsFd7Db3rmSZIuLy8tYoGmfZeLdRqPx42WrNVqlgfFkMdiMa2vr0uSCVJ8LgURADVxOE6MJsbGlyGw5pgXcioget95mhwqhpGIjn3iO9tL86M5Fo0wBgqal7VNkSlGGCfb7XZVKBS0trami4sLq9vyxsxHBEQcfDbOByBH4v76+lrZbNbu53NorBMcNqmDfn9+rAj2hhwsQMu/YyaTMYaHCJfxZt8RLSFtJ5d4c3OjXq8XyO2yHlutloGZfr9voAS7y32keY2TBzo+IuX5ibgW84rMFa2gAKHRaNREUQCnaHTWHYI8Nw2AyX0DLj1ARYSCPB3WzXeMf931VgeFooSIJxKJ2MCyEHyOhSQwrWrC4bCdPLm6umqHHpL/iMVi2tzcVKPRUKVSsfxDLpdTPp/X8vJyIHSEAnt4eLAQc21tzU6dLJfLAUksz1culzWdztRaz549swXK5vAoyl9sPlAYiB4emPxcIpHQ6emp0Vs8Y61WszqnVqsV6GEHd+8TkDc3NxoMBnr06JGePn2qlZUVHR4emiKtXC5b4TQtWh4eHpROpy105rknk1k35F6vp729PWUyGW1vb+v4+FjtdlvNZlMbGxsBAIEjCYdnbVr29vYUj8eVy+V0fn6uRqOho6Mjvf/++0af9Xo9o4Ex5kTH8OrT6VT1et3a8BNNgCCZCyrVyelRJ1ev13V9fa3Hjx9bKQMH1B0dHZkRJNqCniHHgoyedlHVatVo62w2a8fR39/fK5PJGIhiLBEaRCIRbW5u2pp8l6tWq+nq6kpXV1cBgZBHmBgckOpoNDJhCPk+ohxAC3VmGBpAAp/LWAwGA52dnRndggH3+Q6M+KJDgGqEyoFqxMlj/HwpCH+HctGDM94Xw0U0z3NAHy62I/MsCwpGVMM4KvYejsTTk8wzh37y/IBDT/FtbGzo5ubGjLs07+yPqnh9fd3WNmueSJ6CbGneRZ/3xoZWKhUtLy8rn8+b6jYSiajZbJrzJD8OM8SzMOee/fHjhyPqdrtWt0RfSYQPsAqII0jXTKdTo7+JDllLnU5H4XBYpVLJwPLZ2Zl1tmBeWHMEDqwzwDwKRp7tTdd3FuqyURi8xUQ6A+UVYHDTkUjE6mkwzJ6iIQrwA8594ZJ9qyAfwvu/8RQDGw2j4lVDOFMWjd/IXP69eH82rn9v0Knnn1lQXkHEMyKDBfVx78VQm03lowWQvlcV+XCcjQ6XPBqNbPzYnNK8KSMbjU3PHHhFI/VXbGIiLhywV0z5Yk0oJCISP1+Mi6emABNETIwH9+Me0lw96WtOQPNEtXwxX9A2bFw2OxGxVzeyjpgLvgey9OO9CGa+6/JzB5BgPTOe/t8Ye3IejBdzs7hu/c+9OgqaEmOCgfMd4j3tA/JdfGZPjbNu2S98vt9jiwjaP5Pfg/yXn/PFZ/r7vG6ecUrMDe+EQMCLH1CTMgbc1+fIMPpEET4yhRXguf2/GSfG2atyAUo8mwf2rG3vuHkXT6OyL3Dmfi35aN8/G2MEc8Q7etuE7fJ2j7GHUl6MiLGnPkrkM4iGWCs8v7fh/A7O8Pem+MLhsKHeXC6n8Xhs6jF+zkOj/hmNRtbxmwiKB4Naa7fbNrmZTEaTyUxpRw3Pzc2NJX+hrMibQPORZOQlHx4edHl5aUb49vZWjx8/Vrlc1tdff61IZH4eFYva19iwwZg4jCQOo1KpmEHMZrNaXl5Ws9m0RUCdCx2BqTGBvtnZ2dGXX36pZrOpjz76SLe3t8Yxg1Ty+bzC4bAJIUDHoCifQxkOh+ZoyA8SYne7Xe3v72tjY8NUNuSPfGsqkrAbGxs6Pz9XvV5XLpezBQUabDQa1iz2Zz/7mY07rXugKTOZjJ0nxVixEf1R0iz2xQ1Dtwnm8u7uTgcHB4rFYiqXyxqNRkalMDa+5mI8HlttB9QmAo5oNKr19XWlUikriJZmUWur1bJDCFutlkX8ULy+GBa5/9toidddy8vLSqfTKpVKqtfrhnAxALe3t4EebnS7h74mv8qGJuKlcwcRKfQtZ3B5cFYul9XpdNTpdIzugwrEULO/oIJ5dsQNRLisSQAKTt5fvvCaPczew9hiR3DK0GSgcOTeUFzYEShe6plA5ezHk5MTAzmwO3QJpyZx0SH2+30TC+EQw+GwrWlYiXA4rHQ6bYq2XC5n79hqtbS+vq5cLhfIaRFRJRIJ+4zt7W29evVKnU5HBwcHgTopwJXP+bG+qQmNRCI6OzvTcDi06BBg451nrVYzUMHzUJeK0ARnQuRJgTv2h5QFe+3y8tLGHsobBSYOB0qQdRsOz0s0JpOJms2mBTBvut7qoHZ2doz6YNGQd4hE5iejQoMx0cvLywGRhCTzuCAo+kVFozMd/eXlpT788EObCI+0cIA4FJ4Bw5bP5zUYzHr8QTMmEgn1+30dHx+r0WgonU4bRchi9KiNKAUPH4lETFxAXmlpaUmtVsvyNeQ5eA4csFcqIZXGueZyOdVqNUNp3377rZaWlizfR0iN402lUmo2m+p2u8rlcua8SqWSptOpGo2GOe9Op2Mdh+l51ev1lEwmdXd3Z8otCmpRkVEAurS0pBcvXliOg0gYehEaBYRFkR90JQ4SAwdIwekyLuScQLREXuQ6WPjkXTxwAExsbGwY3eWjd6J0H215dSfvcXV1ZRuZdcG72eb4rZCCgkyf//JUy/e5KDOgnx1dN1h/UGjcAzrYR1PSPHom2vGlDiBln8/AsEgzQ8OceUrNRzs+R+AjTuYYp8n6IhLls1ZWVgL5GgCad0DMP+UfGFO+cJpeIIKDkuY1ivwtzqNardrx58ViUel0OvBsvV7P2o8RcQDEWINETu1228aPIlzWHmsdelya9wNFsbqysmItqaDTfHnHZDLR0dGR2VGOvPDiAj4Tx8G6Pj8/tz0C4MNeYX9RrsKkkD+E3gT4o57mXfkdxsLn/QBB9/f3evXqlVKplK0jHJQ/5NWLOvh7ojLsOu/0pus7VXzSXMuPEaceiRuygPyFUcYhLBbEYqB4cK+JZ8BBf15h4tVWvDyGxIsYSA4ygCxqNsGi8s7TO6B+NtZoNG/vg/Pyi4n35VlxVj4Rj8EGnaCQRClIHRWTioPyKMQX2fLc/A188trami1Uvs+Gp2s5i5WNxtwRvYbDYVMH4iw5S0uaOwnm1Hf/hibh8zzNA6IFpbOYpWArG2+8a7WaRbeeCgBN89mLtLOnEzFSGBDEGr5ImvFk/fH8GGivvvx9Lu6Beoy8CWvZU72Mh8+V8qx+zbEXWVdEY/4zcFBEXhgET8uCbqGViIw8mGP/kQTHALEm2TNEet42eDqO73s6F8PHO7Hv/T4HhC3OE/sLdof38YXXXoXIPPp1yecxv4wr+UCMvY/+/Drx8+aVaaw3xpE1CL3qI11/NIc36OwnD+5pSMA+xil6YIhNJN/to2IfzU6nUxPJeNv4utSHt/WwR9gIQKTfx35cuJh/bDzfe9P1VgcF2mMR+c3y8PCgs7MzQ6+j0cjCQ5Q6HLYGHUQoyQuBGFOplLa3t9VoNExMQZLch7M+KYjhHg6HOjk5MQeKEQDFZDIZy0fh6ckVwRkTZhIZEaVhhEej+UFtu7u7JgogegD90yyVc17gwdlgTLTnZ3d3d+39qI+BGvR8cigU0uHhoZLJpEWuGCqfB6JLgzSLRKA9VlZWtLOzYw0aj46OVC6XDc0yJnTEQHEFsqxUKlpZWdHe3p4Gg4EV3CUSCaPm2IB8Ju8LSmRzHx8fK5/PW6sTFj2IFPEEdS0sfpoWQz2urKwERAucMwXlSg7D18NdXl6q3W6bktTXeyDfHgxmLbs8ymatogR71158XurtjTbGwhd4Ug7hDXkikbAO8SBd7wBw7L5TBfNDkSuAUJKdJwY1ijAFFaynun1uE8dEJAXtijHkMyUZRc47QE2iPCSah97mvXBQfg9gjyKRiCX1cb6+kwKRAXVlUKewE+1221o94RAQMITDYTUajQBdij1hb3iVMPuMdMHS0lLg6Bv+PR6PjYrjnePxuNFyUPc+PwpIk+Y5IaKa9fV1qwM7OTmxz6MbiZfWExGFw2EVi0XFYjGlUilTh8IwSDO6G+aENABRN/QlNYSMB/OEncC2+WJ2InxJgXXF+uV7r7ve6qD8IuYBQCbklTxywENjYE9OTlQqlewBMQYeRbMAms2m9XZjoOFMvfSXCcTYhcNh5fN5k76D8qGaJBmS8caKCV9Eqp5SARXyHD6v1u/3jXIbj8fWG69erxsFORwOVSgUNB6PdXx8bE6X8aFw118sDNRxdEaPRmc9/lgAnlJlc3CwI5EZeSvf9t4LBqBsKWbt9XqmoFpbW7OcnV9AFPNJsroL3xFhOBwql8sZOuLZJdmmA7ENh0Odn59bLgUjByUyHs86sYP8qY8hr9Tr9ayu4u7uTpVKxfJHrB8oG+YVhVO73Tan5LstYKCgwVgrHHRHNPW2xO7rLtYuSJn98zohAQaL++A4GWdoMP8MXqQgzcUL3BtjBBBjfHAGgCmYAwRKROw+cmMseQ9/GKeP3PkbogX+hn3rKTuPwqGpvMKV/Bz7EZTu15038kR60E7S/Bgf8qHscx8pML5+HJmfSCRiEQ9rmXH17dkGg4E1JWAdeYDS7XaNNvYRIPcgGkI5Sv0YajdsmI9WJJmqkPwl6wFRDa3iPBVM3srTgZIsXULZxqJS0ncEAZgCIonSaXXHuoM18bQr6+5N11t3GY1TvUrNN/UEZRANsBHoaN5ut1UoFGwzeS/qFxkbF5SziA69ctBTNQyWP7KaRck5KBhQntvXXkhBysRTEH6zg85wYlBV5L4Gg4GePHmidrttZ1YxFqBhuGcoQqIGT93wrj7hT+J2bW1N5XLZIlF/D5AV8muvkkHU4rs5EFF6igj5rW/Jw3gunnbqJbBschw14+RViqwfHAbdEQaDga6ursxpsy480keWfnd3p0ajoaWlJauPYd0gKmC9sSnZRIy3jzIQCODMJVkdGREV7y0FKTf+/10uT/EscvAYLp+sZ53w/AA6n6dhL/Ffon3u59e0T5p7NacXUfC3jA0o2KvpPFDEsPv95dkWKDbACOuCefZO1yf3iRgzmYwJVfyxJIv0OvuVNcc4+/fGLoD8ic68sfT0Pv/POOEMUHN6ewYY5rm8ShBHjXGXZOASRoC1yeeSn2ed4nQAdjw7NpQrnU5bvpf/ogNgfSCMgGaUZDaIrh6TyUzUgf1kDgEtzAdsAJ8NiOfdAXSeMsQpczH3b7q+MwfFxvAoCjQEGgOZ80VdQLlcNooPZ8Jk0ccqk8konU7rvffeM2O7vb1txiUUCgXOvmGx4PlZgNBOHo14YwSq8Ul9EI6ny3yNTrvdViKRULFYNEdUq9XMgPN50+nsmO5Wq6Xr62uVy2XF43Er4EPZCCJqNptKpVJ2BDOT/9VXX6nb7Vr/wvF4bLVBIHiSnL62BNp1NBoFwvmbmxvVarXAwYtnZ2eKRmeH+fHsRAXeKFQqFVNjsrnZRDghnAQGgWcgOplOp1YfgUNi4WNoT09PbaNjkCuVikXqv/nNb0x5Bp/fbre1t7en0WikFy9eaHd3V/l83kCOz1ex+THM1LYcHByo1WpZKy6UU+TS2MgUirNO2u22Hb74LhdAIJ1O29yS2/OU72QyMcXsaDRSp9Mxo+idI2NBrmM0GlleAIeAcfBUNWvNNwYFtEBfYXTI1fkO5gAX350AwQCS+MXCT37GF9QxClMAAs44nU4rEonYfDIH5GH8uUaevsPA+5wPezwej2t/f9/AFGAnm81aaykEENgdLxJgPGEZqIeEOvXjQQqAPNbS0pKpbev1eqB8gz1IlMzJ4dipyWTWfYSDBPk9n6tinb969cr+DYigCzqiFNIX1WpV4XDYCu6xA9h7+uz5JgewWzwbe8LThD4KBhwv2mHemTH/vR0UAgNfEwMPzURQ9IecnMWAMfaDyIQS3hJd4LwYXO+NPVrxXDaiAZwRzpLBZiPiKOLxuC18FjdOx1OOeHToDTYKC9cnoH3fMNA4z0qkwCmxJP3Z+J42hCYoFAqGMgAHfA9DEo1GrTIew+OjQ36X6vXxeGyU4s3NjTlXaS5iAESQK2TBcGghYMHnI/w84Rij0ai9G/MJGFgUQYDMnjx5Yhub3/WNOkGUkgIUFKg3k8mYw6CIkLWBE/H5MI4WwQhEIpHAYYyMCQYO1A9qZV2/LbH7ums4nLXASafTZjhB3VLwHC+PPFH3+QJIT3v76NYbbugc35jUiwwwRqzhRfGNNxyIOYhKGR8ACmh/UUSB1B96C6VZp9MJJNDZ55IC64u97kGGB1Q+OubZpHnBqjSnBgGCvnE1a8ODGaIgH3l6VgUqkbw1+8dHWV4YxZd32D5aZU/hVFkniURC6XTagAUgATvD2mYfcq4b68lH0Hw+dYlci9EouV9JBkLYMwA27DDBhAcGOCze39Phfl/xd9C8b+tr+Z2dJHhwNjGdIZgkmkl6g+gPJPS0Aei11+tpa2tLmUxGjUYj4MS8YtBzn54WiUajJln2C5nWSIT7bEByM3QaYPGBiKi2ZnPc399bt4jpdHZ8PB3cvaFmEnHKDLan3JAzc1T8eDxWNpsN5ASg7d57vwEe6gAAIABJREFU7z3b5CBcWv2Qk4pG58ef4EjZqIsqPQwOKLTb7VoNFxSBJPtsFieAAQRErZo3fjhyNu7t7a1VhWMUJZmR9Iopamgk6Q//8A91d3eno6Mj47z39vZ0fn6udrtt6sHV1VWT4kI/xWIxqzkhAe4LcFl7Xr0GYgTFU2PVbrftxFBpTpmxoYj6iLTehvped2HIc7mcgTkiRxyCl8tjgOmEwP7indhf5FVgFTyN5GvBvPx8Op1a41OiBNaSVzTyjlCqvV7PzgyaTCZGr7LPJBllh5jBdxsnkoAaZp2ROoD9QCWMIWbdMYdQdT7vhZydsWJ8EA9AA+OMGUdoOwCjN+AgfD+uvgAc59npdJRKpcxI+3fwgpOlpVlLM86qwjHwX4BLNps1MRTnUrEuYrFYoKk084QiEIDmP5d1RS5amqsNfQ50aWnJThTwKujt7W2L7qCeAUlEVrwjaQtP6/HsXMxNLBYzUdmbrrc6qOvra+VyOWWzWVvEng5JpVK6vLzU4eGhFcENBgM1m00VCgXt7u7aefbFYlH5fN543/F4rFqtZgh/ZWVFl5eXkmaoZ319XZHIrEWQJMs1oQjDeUoKUI4gY38AWK/X09OnT7W3t2e9xkBLfAaRDwe64UzY+NRFgKaGw6E9WygUsiPIPR1DUj8cDqvZbJriDS4XRwzq8IlJEqlHR0eBBUpeCSMxGAyUTCYDvdUo9stkMspms0ZRlUolqy+CepRkgohsNmuf2e/3bbH6MfPlAr690c7OjjY3N/X+++/r5OTE6r7YCGwQWsTc3NyoXq9bHgZZOy2ByCFwb08h9Ho9FYtFSTPAhDAEUDGZTExZxvz62i9q5DDEZ2dnSqfT2t/ftyJrxhlHAtWayWR0enqq6+vrt22d37m8Y0EdiEEYj+dlBvf394HDPaGGKK7FILF2iTZ9vmARJXuabpGyBTAwbkTpGFycB9HZzs6OFdBj6MmXMtesFfpTtlotNRoNY2HI87E+fK7G03SkDqAQeV7EUJHI7GBO9hVrejAYaH19XaHQ/Dy16XSqUqlkRe48w8PDg9U4EmEBDKh380IEwKVXge7s7Nh+5BkZZ99TEJoN54LYCWNPkfKvfvUrSbJ2Wz4vHQ6H7Ty+wWCg7e1t2xvD4TAgAFpZWdGPfvQjm2uf1zo9PTVwD+hGSQs7RBrGAz1YqHq9bqciPH78WK1Wyw5PXV5etrFmLVL4Wy6XJc0AIHuXjvWvu97qoDB8PDybFk7Rh25QbISMIDFeHnqGRchk4mn9l9fWg/oWE4I+oYnBJAT3cnKPPJaXl83gsSEQV4D4F5VQ4XA40EaETQPi9VEEoTaIgnfj4vf8OzAevkDXn0Trk6Z0gmbDeHWRT85CO6ysrBilBUL2FekgXeYH5OSFDV74ADIk1KfbAkdP4wQoROS9eD7u2+l0jD7AILB+Hh4e7EgLRAvQW3w2yWKMAEDAy8n95REsSXI2NAIM5o6jVaD1JNn4+7zBu1J8Hun6nCx7xM8laxAqiDW96KCk+blli1SY/zl7yX9/8fJonv/3+5r1idFB7IFRB7XjQFhDnoZnvj2a5vnIpfrnCYVCxsr4NcjPfRSA7fDv6yNd/z5IrRfFUPzO4sU6w5ljBwEFzC8OHvsHC+SpXD8P5GiXlpasQXAkErEj3S8uLgLv6wUkXgyDnWGdEDHxN+wVX1jsO5Azb/RcJdft0zlc5MUAw1wIqur1uj0Lz+HXdzweD+TYGNs3XW91UE+fPrXOBa1WS/f399byBrVXOp02Y+JzQfDj5D86nY4VZrJgiQhwXoTrXluP0cUpghJISvLSTD6dLx4eHrS9va1cLqfl5WVro8Rnk7uJRqN21Lxf2GzIpaUllUoliyZ4n8FgoN3dXV1fXxunfnd3Z51/ofzYIITMUC/SvHcfSIvo4Pb21qTzdBePRqP693//d8vzQCH4/BPdvKkfy+VyFjX0ej1dXV2pWCxqOp2aqpCNwyGCjx49ClSPe0SIgyHiWl1d1atXr6xFEpsGcEL+ASqL92u324rH41Z3A0LM5/Pq9Xo6Pz/XRx99pEwmo/PzczsssVgsan19XXt7e4EcEiffgrZBijgVNrmvX9rY2FC73dbNzY1ub291e3urer2uq6srpVIpbW1tmRHmKPnJZKJarRZQ4r3LdXt7q6urKzuXyO8bxsvnQqk9AcUuOqVQKBQwKkibPTMA4EG67nMlfBagB6UZ68nnEXGOPFu/3zeZNejZ03W+CFuSCXVub2+tTg46is/yQivsAWAPuploS5qzKgAsDwxR/2GgPbUfDs+OY2c9EqngfAHki3JuIl3vPL0oZDyedX5HGAT4ZG4RKOB0sSE7Ozt6/PixCoWCstms+v2+vv76azvzzeeKcWqsB+hLn/8vFAo2ThcXFyqVSnbeGbaTo+SpGwM4ouTr9XrKZrPW7YPPI9K7ublRu922aNoLarrdrq1FTw1CBzYaDT08PJji1h9ls3i9dZeBLnBIqVRK6+vrgaiIie90OuZEOBqDDchiRPXGUQHkQTBQ1MIwoRg2r7qDtqPrNPmEpaUlbW5u2jMRmodCocAR4xg2XwzLAiTXhsHyCd5qtRqoqIf2QAkjyZwDmwc6VJK1JAmFQrq+vrb+hrTbp38cOT2cSL/f1/X1tY0xaAmaI5VKWauiZDJpUS9O0Pdzo68iIIK8Gy1iUI9JM+dJW6BUKmUHQBIpxeNx/fSnP9Unn3yi6XQaqAkBOVFDASjAoaTTaaXTaWWzWV1dXRmVgMjho48+0tbWlpLJpH7605/aOgQ5omyD9gCooI5MJpNGkWEoAT84m5ubG52dnen6+lp3d3fKZrMql8va3t4O0HBEMDgJOuf7JsfvcqHSw5jjKGATQJPsGRw4YhmMJk6S+ZTmUQWFr8ViURsbG6bg9OCN/QtNm06n7VBSVG7kU0HuqBqJxr0AwKtpeQbAAsYVZ0Q9D0ftEJETRVFoisFjPDDE5JpRQQIsAUY+aoIyhwbEgRHNwkqw33BA3Ivv+7onHCS5K9iCcDhsaYzRaGTdHrxqlbGPx+M6ODjQD3/4Q+v1xxzV63U1m02tra0FqHifdgDoMf/UYo3HY1UqFfs9X6iNc2INME++jAZ7XavVVCwWrdDfi0X4XeYun88HKPFMJmMRoSS7J5Q997+9vVWz2VS1Wn3jfnmrgwJREer5jeulgp5u8tQLvCvGH8dGyOcvEBwUDoqUxeM9iLhItMLPo9bhGXx9BYbBF8WxuVj8XvjAhHrD4UUBOC7kvZ564B24p6854bOgAaXg+S+epvDiC08Xgrx432g0ajJZkDiGimf2By+CxqA2pTlC4z0wxhhzr/ZBiZbP55XNZs2IEUGyVtjcoC+AAZuGiIQIEgMWi8UsaToajazfFxuw2+3aEQteOMP8MtZE6P5LkkW1rVbL6DboKcbHz51fpzwnBvVdLvYHlDFzhMPxFDfz4SlxaoZ4P55nkZLic4lyiSZ9IhvU71VhAFBoG54RwwYI8Io2nwhnr2DMuBcAz/+cy78r6jbWLA7KRyDSvJDW07nYJuyKd9gAOZ6Dv0EA4EG2p9+9cIvnBNQyFovvzDNjexhr8j+8G/khjuqJRqNqNBo2J/7EauyGF5SEQiGzez5i9s/i0xSAQyjX4XBothkbwjhhawGTPo/E/PBOOO10Om1n0oVCM3k+9Yv+91k3fs0Akt50fWez2Ha7bQ1JR6ORtfQBWaMWIwGPnLparer4+Nj6zj158kTb29tGS/i8EQYtGp11S/jFL36hq6sr63JAzgKakfqC29tbvXr1ymgDwn0WFKFjPp83lReTyN9g6IimlpeXDcVgUFGoYUxBLfV63VBPJpMxB/bs2TNTJXE0N2dVQfPxToS5vrL8+PjYRCCPHz+2TZHL5YyywUmCvDDu0ryuhc1/enqqtbU1bW9vW4U5MmTaBZ2dnen09FSPHj3S5eWljo6O9Nd//dcWEeM0er2ePvzwQz19+lR3d3dGDSKlz+fz1om82+1qd3dXkUhEV1dXGg6HWltbU7FYVLPZ1NnZmX72s59pPB7bYYK8D7mgvb09vXz5UkdHR/r4448toqSlkqeLUPChbCQyZuOHw7Meg/f39/r888+tKa5PMvsOHpIssmc+fd3au1xEnUTJGJtqtWr0FBsXunc4HCqfz9v9YCCy2axtduqDFh0mh/+RwyN6gVnY2dmxLt/Ly8uWt6UIvFQq6fLy0qgyOoBIc3GOLzQHpGD4MUA4GfIjkgxgwFaEw2Ht7e1ZATyAgrwa+VjARb1eNwBLbzsfKWAMcRjYDC+a4oRun9smEvGiCGkWKaFIpKFxKpWyJrK0XYtEItZazTMC4fDs/CTsDpHtwcGBbm9vVa1WdXl5qY2NDcs/ES2hKmV/Qx3W63UdHh5aRL+0tGS1XawZKEcPlHHUXvwFEN3Y2DDGg/XqqV2cIIC5UCiYGKXT6VgnF3LRCGdgPgDBrDkEF+R6X3d9ZycJkP3l5WVAhQLlxPcoMGs0GioWi1pdXdXm5qa1mQc9wOWCgHyhokdfPukozZAAR1TgmPxARqNR6+adSCSMPvDOyA+Ej1ZAFaAMjnCAt/dJ4EKhYJQcbXpisZgt6Ol0qlevXhmq4dh0esaBguHxyZ9MJhMVi0VD95xSeXh4aEeRQJ0mk0lbDOl02jp7Y6w8CmKMpFmvLdAS8mU2ajKZNCe/ubkZOM6k1+spn88rmUyac65UKup0OqrX62q32/rggw80GAwsvyLNKBxk7VdXV5ZY9pTk+fl5QPQBEmYjQZNy7AabFPRHr0a4eUmBujaQHv/GSHIw43A4tHFbPLqCU3ChMED219fXb0V9r91o0Xl9HPkaHzXQMw4qC3EMTsHnZTFS5Gp83gZjizKt0+nYAYOj0chqAvf29iyPPBwO1Wg01Gw2DYhSE0avRNS5T548CeSDvVxcku0FKDTAAfsMaqnfnx2Lsr29rdXVVXU6HXMiCLHi8bjNkzSXeHP0CgIXIjxfqE90iSEejUYmyWcP8bt0VcBO4WyYcxgbgC92g7FhjZFOoPbS168BBmKxmMm2Dw8PDRiXSiU9PDzo8PDQKLHhcNY2jHWLIpBoF0qeZ3j06JEpP9vttqkQkeD70xkoRwF04ej5Pjad9/Znu7EevLgLW+PLjZrNZiBNg09hP+BHfOT6O/vmbZuKRU1IySTwkPf395b4isViVmmPoQB9wpn7BCwDS1QC4vH0IYPJ9+7v702e3Gw2bSGQs7m5uVGhULDFzQRgaBdVTp5W8bwqORyiO9AsRgzpKglRNqA0M5S1Wk2SLIqDhmPRLYo6eF/GF7ppMpn8TjPIdDpt3RL4exKb/mwVxpJEJZEJ5/kgyybxyVHP3tkSbRGxptNplctlM1b1el31el03Nzd68uSJvRNGkihxMplYjRL0A4sbqT5iFxAnSr1qtWoFyzgvkriIVVhbGHwcCWOxmCRnbfK7/nP4ObJ9jL6vOfNqv+978QzQhF41R74SRO/pIqIbKF/en3ki8mGt8nMiDE9lSTNFIsYNMIPkmiiHMaGOCvk7z8XY+qiIPeWVe14pCqXOXoN6WltbUzqdtq71iENA7YyPtwsrKyuBHBF73NN+zDWGk89GCeptiy82ZQ1geD3yX3wX300BKhLBB+UM1I/x+dRlhkIhnZ2dGW2+tramZrOpVqtlEnqoV+hzIhMiah9VDoezvp+wW4wHNpBx8OsRm+NPZeY5AVNExq9TXvL77GmvLITJwJl5GhXA6NWqb9w3b9tUyHdXVlb00Ucf2WIBacE/cvYJqpqvvvrKCmD39/clzbpI53I5q0Rnc6D2kGR6eGqOlpeXDU2gtjo9PdXLly/NIN3f3+u9997TdDo1hdR0OtUf/MEf6NWrVxb5+ehNUiDJjSpuOBwGjv+GilxeXla9XrcNSB6EIrN4PG6bHL4Z47Ozs6PRaKRvv/3WxAk0Uw2Hw1bTdXV1pc8++8wS4tB21DlwyB2Fjv/v//0/3dzc6OXLl4FFgSEqFApW05DJZFSr1XR4eGiLt1KpWA7ClwdI0unpqT7//HNrr0KUi/FEwfPixQs9ffpUP/7xj60HIfP28PCg4+NjFQoFra6uql6vq1arqd/v6+OPP7bxXVlZUb1e1xdffKE//dM/VSaT0cXFhTY2NrSysqLj42MzqMVi0dowEU3u7Ozo8vLSFHKFQiHgzHzOkzxnKBQy2jIejyufz2s0GqlarRo1lkqltP/b1ji1Ws0+LxKJ6PHjx+9M8QEILi4uLKK9vb21CFOat4lBvCLJjjz357BR4C3Nj3kh+ucIe1pWNRoNiwQpVoeGOj8/V6PRMKD1/vvv6z//8z+Nxtra2lI8HtcXX3xh0bovWgbAApiI4qBTAUSJRMLqq5gbad6vbTgc6vr62mhrVHgUqGOMuQegBVETF2ifPT4YDHR6eqpyuaxsNmvHtaNMZl2RTpDmHdbX19et1osaK9pc8X6Xl5eBIl6iYoz5zs6O5Yo6nY4SiYQ2NzftYFJSI/F4XOfn51paWtLGxobK5bI5QgCyd0woTlEM42ixGaFQyMRCOEmcBwCDujbG9uHhwepSqQfd3983EQr5UsaIz8LRAUo2Nzd1e3urs7MzFYtFo6GleX0rzZy/+uorffLJJwbYX3e91UGdnZ1Zyw2f4Ac9Yrjx0iAvac7bUtgGxQav6pPr8MYffvihhcZQYfCg8MaZTEbPnj2znI1vOEk0hhyeymnk1kRwoHUGHKSB0wTFgV6pner3+6pUKjbYHpnyeSCERSEI7+tVUaBgUAQTzvOBYEC1bKSrqyt7HrpeQIegivOLsVgsWrcFEt/kn3gmumr4RrjQROFw2FSMnmbtdDqWZ0QSG4vFtLm5qVarpaurKx0dHSmZTBrKZI5AXxRR0jEDMQfoq1Ao6OFhdsKul/0T/dRqNUOs5HYw4F4ezPzawo/OG5nSa3E4HAbOw0JSjqEfjUb2PKzP73uRQ+A4AzpseGDA5RVXIPVyuWzvh/OBskO2m0wmVSwWjb6jvgsaSZI5Xy8SQfhEJ3eeF8GET/D7dU2OyCvboGYxpgAgyhCgbVnT7GNoVHJkGHkiFNaMND/+HSAEcCaKiUQipigjzzEajVSv1wOqYk9VcS8fnTBGo9HIiky9ujOVShnNiGPyLMb5+blFPRhwivH5HKJM1l0sFrPcVSgUsjn0+b5arWbSbn8aAk6PZrTQm8w980UtIzk5gBqAQ5pT4FCLRDxeDOfPnkPYRpNuL7GPxWLWixRbToE0dZdvut7qoC4uLuz0SZ8zIWTNZDJqNpvWzYCJw3FQfc/moaaDxUUFOx74Bz/4gVZXV9VsNn/HQcViMXW7XRUKBUuyY9ShH+DmB4OBGbRYLGZqM6/yY4HwxWCCCChqhbYEvV1fXxsFSLshUC+O2ici+fzFhDSG33PmbGjEGkSkPi8A0vE0CoW90JJEc/Dw1FRtbW3p9PTURBZ0tSB/1el0dH19bcIJogTeG0k8SVxEH0QwOFYS+u12W+fn5ybPXVpaMroRpM1x9FtbW3aMyc7OjjmM3d1d69wwHA61sbFh5QScxPz48WOtra0pEonYM3kKzc8JBhjHQBQLFXN1dWVzUK1WDWkeHR1pOBxqfX3dcjrvcpH8J7JF/kzbG+huRDk4KAQKxWLR1kw6nbYcQ6lUUrfbtU70dHCBqcBB4QQBjsfHxxYhoLhqNpsWBZGzYW/4HJh3UHx/kWIE+LDPAarkrn0OaXV11U6aJk/EHGEbhsOhlQx44QsiC5wOXzguRAaj0ayJMWCVdeHBjFe0IZwiKqETDhJ0Sl0QnhDhkKv29pNIqt/vq1qtWp0U78/+w5mTp6O8BWAPKInH4+ZU/NlavCfOjjyaGfvf5jcHg4Gy2awBhM3NTY3HYzv/bzKZWO0leTCcFXV7iB+QofNO5Ma9ApNCZBixRqNhAjjs3Juu71Tx4cXRudM7jyJdNvHm5qakGbrBM3qUurq6quvra0uCEt2srq6qVqvp8vLS8lwgNRA/CwYFIDkolIQgPxQsHPfBpJ2fnyscnrUIwUBCh2E0QA9syHg8rq+++soEEolEQrlcTj/4wQ/UaDQ0HA61tbWlo6Mjq1MisQ0C8gV89/f31mMLh8pC8lTJ/f29vvnmG6s7efr0qdVDZTIZ63eHwYaegr/GUP385z/Xr3/9a/3f//2f8vm8oS+ff2LR+rqSp0+fKpvNqlAo6OjoyNo++VqV+/t7E56kUimtrq7q5OREmUxGe3t71mrpb//2b/Xy5Uu1Wi0lEgmVy2VlMhlVKhVFo1HrNwZtRzQKrQzyQv6PXL7RaARk8ufn54rH49rc3DTRBtQHdA+GDqrov//7v1UoFKzQHEDhu2/XajWLJvf39804FovFQDT2fa5ms2kiEfI+z58/N8BCBT57AkNCx/vDw0NLtmNcYA6oYcPZPH36VEdHR1Zb5+kcQFOtVlOtVjOg52mqpaUlbW1tmZDBn8Mlye53enr6O7J4v54fPXqkXC6nTCZjvRTpdxiNznpOXl1dWcTKZ/vaOQzj/f29MS+ADBw4hh0qy9NZkixPvL29bZGbNO86znNHIvNDQ3G4RLy3t7e6vr7WH//xHxt48AwGz8AVCoVMoXt0dGQ0Wrfb1fPnz812VSqVAIWLuCSXy2l3d9dqmjKZjDVVZdx4F9YNwPnJkydG/x0cHJjjr1arSqfTKpVKtkegSFnX2EycF+BXkvVAjMVmzWzz+bwKhUIgV09kBtsFGwC1jQ0h/cC+fNP1Vgflk46chkt0hCzW1454dMWCZ+BZfDg832Rwa2tLjx8/DlSCe2UIogQoKTy0V2eFQiFTqRCV8TwYKf+73mt7xQ8DioKPDc1/6T4ATcaGfnh4CHDlGFnQMAiK1kM8E6o4H+b62hHqC4iymBfydLwz4w9FSuE00QbIFEoB2TSbnMQwSiaOkkZ4AJpCQu6jTxZvt9s1Qwt6YuNAfwJ2QNOIM+jlCH3DRuCARPKE0K+gc4o+ATFEsr7w01McrB0UcoyDp6SIylnnyKHZtCSR3+Vi/umVxhqBzvIyc/JdOEEQNMKORqNhzEK5XLbuIIlEwqJJHLXv5IGBo0iStUDUhGNgPXp2gTEjMlvcQ3zPAzyMaiQSMfoYx0sk6BP3HpR6kQRfgF7f9w9q7U21VkQe0Wg0kPulswV2xq9VSbb+Adl8v1arBSToPPdiMS6CDMYVis7nRCUFvs+z+/0PMwV9NxwOLepjvS4KebAJ3q4g7ya6hIpEVSopIAzxojIiZNYnQQNjhw4Bypox42+Yf+bNr/O3CSSk73BQ/lTIy8tLxeNxbW9vmxIMD0xk4x8cA8VmJAyMx+PWCYDWGx9//LH+7M/+TJ1Ox8JYHBvtg2i2uqgsgaKCx4aGYmPCebP4fbEjk+fDYNp4UMktKVCjdHh4GOB9oWYQVFBTQAREEpqkrySjTiQFTujknVD5jMezo6Ix1shoQZdEU3DLGKzl5WV98cUXSqVS+slPfqJKpWIqOpB0Op02ZwGKJP8G3UdC2EtEv/32W2sSCX0EzUjyltoIoqpEIqFut6tOp2OyeoAKUcv+/r4puaCEotGoPv30U+s8AeIib0LSFeopGo2qVCpZFMK4eIRJTmBnZ8dUT3Qi8Ye4cfgh9MTJyYklyiX9jpH6rgukjfoTqbOnQaR54Tb/hUKHs5dmEeP6+rqKxaLef/99S4jv7+8brXdycmJCHgwlxq7b7Qbodp9XgHL1ERWUJGUGULk8OwaUNYsyr1wuGyglbwk9trq6aifAQr8xT1D3PAf5WhysFwsBHDH8Pp+HwfcMB2t3Y2PDSiiIvMbjsVKplCmCpflBouTTX758qeXlZWWzWXOMpAJQ+nq5O7Jw6gAB0jhu8lD8fywWM8ceCoW0vb1tpSfQutRPsvcBC1dXV7bWcIzYi8lkYieAQwmzH6rVqiKRiIFZbAK5W98/kn1GyqXf76tcLpuTkmSREkwYESgRH47V10e96Xqrg9rd3bUX2tra0ng8NvQsydAqRqNcLqtUKqlSqdjiyOVyarVa+vWvf61f/vKX2tjYsM+m4y0tSKBlBoP54YIk2NvttvH+OB30+STM/dEd0eisOhvkRt0DA0+eByPmawboqA09SWEkoSsOmqiSr3a7rW63q4ODA00mE+vsy3EVOFzu1+/3LdFKl282B443lUrp5OREjUZDz549s8hheXnZDMY333wTOK6dAyChDOjvRX4Guo1kKqE574QhRfgBNctiYkFNJhMDFah3qtWq5e+8PBeDN51O1W63rZYD43R1daXt7W2Fw2HVajU7uVeSScpp74MKj0ir2+2awg0E75E3URr3z2Qy+su//Es9f/5cV1dXlqiFIcApv3jxwowvlOqzZ8+s0/y7XBSI4kyJpkCbsAEYZn4Xpeh0OrV6tD//8z/X06dPTRULYHnx4oWOjo704sULjUYjO6qEz85kMpJmEXgymTSVHE7Ho1vPnlDsOhqNlM/nreM6hoox5zO2trZMOcfJ2tQATiaz01pvbm6M6o1GoyaX5l3IkQ6HQzPaRLCULxBB48wBpSjXYAIAp9T2wRrAbNCt5ebmxur9tre3LeKbTqcGnPnM+/t7UwIzfqx37AOnPpD2wE4gZGANe7AMWMDuwj5R4kKvO1R1pB5KpZKePXumm5sbnZ6eWoGuL1s4OTkJCMWYZ/ogXlxc2PPCZMAwwOJAww+HQ/3P//yP6vW6/uIv/sIK8L/55pvXMgwIXUi/0NwAJeWbru/seEk0w1EXLEgUezgiaJvxeBxop48Hffz4sQ4ODqxamQUMr02khjFjMDCAbBAMBoaV34fLxCj50HljY8MQDxPg8xM+8clmQvABOmHD8v/IaDHW3miDpnzEw+Znk0FtQHmwcbwaKRQKGRUF/4sh9RX6OFY6Y1BHwb1wDp6WIbdGQhaZPSgXOs6PE++H0yFSJSrT7EWMAAAgAElEQVQhN0loT6KdZ2aeKY6lQwdGyncHYMxw1L7OgjwlxgFRAxsJ1M18c/l6s729PR0fHxtKZA6IsslPQlWw7rwK7F0uT9N6BReOleiDPca9PAWcy+VULpf15MkTS2KjNOt2u/r22291dnam8/NzlctlGzccLqiW/n44Y3+Inq/R8+IBonUcBfPqhQGsXdYsgJajaNg/ngrzAgcclEfqzDm0E/fyNoLxw3guzjnP6QUyfB7PAM0LqFvsu+fFTJ7Wxoj7GlHWiAdmnkrke+yjUGheZ4qilnHg+XyOi/XOegW8ULLAvAP0AWyL9stH64wH7A8AwTc44J78++rqyqhpeosikiLC9gCYveYvnOWbrrc6KJKal5eX1hKjXC4bGkQswIsPh0M1m009f/5csVjMwtAnT57o7/7u7wLJVC6foMVIgiju7+/17bff6vr62nJQbFzuh5HkM1kYHM2ey+X0N3/zN5ZcxWijQiNBe3t7q1qtps8//9xoJxAMct9wOBw4LIxiYaq3MQLVatWMZavV0ng8DiQFz8/PlUwmlclkjMokvwUqJDxeX1+3ZpIgLwx7KBSyomBUkzh+uqxXKhVD0alUyo59Pjs7M+flK8/r9bod/X59fW2IlCTvN998Y5v29PTU+onRvJXSA5w8kQaJcRb34eGhXrx4oXK5rJ2dHf30pz81Kgbp6mQya7nDWCIpp2cchoy6HkQIUC2+yh30jhGggwGbzlPDvV5PtVpN77//vkWR5EtApu8qkgCIEIUMBgM7uJB14ddYJpMx2gTV6R/90R+pXC6rXC7riy++0Pn5uX7zm9+o0Wio1Wrp8vLSRBSMGcaWKBKBEWsGwQNn+RSLRVuL7Lder6cf//jH+tGPfqT9/X073JH5Jrfg1V1ra2tqNBqqVCo6Pz+3PYRjDIVmKk7AkFfE+oNFoYXIl4VCIcs7SrNaMvLSUMRSMKphLVDojjAL8A34KxaLuri4UK/X08HBgT2jF3wxdqyT1dVVbWxsWCTka9o+++wzU64i5IrFYlb7hGITW7q1taVCoaDnz58rEolYSgSAgnEHUBKR1Go1ffbZZ3r27Jk9M7k6zvRbXV1VNps1x4Sq1BfsM3/Ly8sqFova3Nw05S/71vcIPDs7M4CxubmpcDisTz/91AqPcW53d3eWzqnX64Ex8qKV111vdVBQTAwqCwvpM91/Cef6/b5qtZqy2awGg4Gq1ar+6q/+Sk+ePAkkzSQFUKivueD/vaqHw8qIzvr9vo6Pj83oUpBWLBb12Wefqd1uB/hUFjSRHYMjzc+rYqCXlpbMAbPwyZcQMoP49/f3TWZKgTAGMx6PByT6tNFB4knoDeIgKri/v1ez2TT6s9ls2gZDmZjJZHR1dWU5L/r2ra2t6auvvlK/39fm5qap1rxKjY4WtGQJhUI6PDw0ZJXP55XL5UwY4AUP0WhUe3t7RqVR2zAajXR8fGzy12KxaEXV/J2Xlh8cHCibzerg4MDaSm1tbQWa9Pq8Yr1e1+3trRXv4jDJl7GJp9OpPv74Y+3t7SmdThsg8dEUQIa86tHRkZ4+faper2f9ADE0X375pUWx9Py7urqynMy7XMlk0iTHCGU4Akaat/GZTCYWFdXrdR0cHOgHP/iBfvnLX1pR6T/8wz/YPFI0Px6Ptb6+boBJmueGyuWy5Wxubm50cXFhrAjHilP0itNm3nASpVLJ+uVhVAGL1OoRaeFcEM1Uq9WAYsvX+gFGEHR4w4xjYL36YlWMMPsLqpgoy0diOJnhcGiqORgGH22zh6bTqU5PT+0elEyQn+P3Acqnp6cGAr2IZG9vz5wr0etgMAioUGm8DBA4OzszKpb6ImwruWjGZDyencrwwQcf6Oc//7mV6Hz99df2jLARRJ7YG/YkUQ1fS0tLymQy+tWvfmX53JcvX6pSqZgj58Jm+miLCL3dbiufz+vu7s6aOEQiEcvxAbbp9fqm660OyquJaF8EJxyJRCx85P/h1Qk1Y7GYHj16pO3tbYsAMHhQCNCD0F4+qUfOyKNMJM4cI0Fim+eg0ad3iGw0QnOPVqX5MdWLoTcbid+HTmNSMM6etiOhymRTf7W2tmY5H48AmWivNoT6AVnwHP6Z/eYjOUxu5ubmxqIKFiXjD/3o60r8Ik2lUpbEZaPbYvltkpl58ufOEI1hyJlj1JrQkxggal8wVJ7r9tQqz41B510xOJxnQ70bZ+uAzgAUbBBPxTJ3zCvrl8JfmoGiyMKIYITe5SJviLNn3kGTXqUJ/YdRSaVS2t3dNfHO559/bswD6zEanZ9b5cs74vG4SqWSksmkiYE81QMTATXFel9UYZIrIP+DU+OLnAXHvUBb8cX4+S8QvBc8+Vwc48Z64518vsuzJ76I1o8xv49RvL+/N0fkf86/R6PZGVeAc96h3+8HpOSoKhFN+TmMRCKmrvT7i7WMkMzvDyhHcvLkK/0X48L8QHFSk4X9hBZkLSyOO1032L847FQqpXw+b7WIdKxAuczfLH4xf1C+zBn23dOT7EloWUpeXne91UEVi0XTwvsJJ2larVbNUGN0UfA8efJEv/jFL7SxsWHoBtS1vb2t29tb6yKAg8JQUPdxdnam//iP/7D6ITosVyoVG0A6O5AcjEZnnQGur69Nio0KD0oByoc2HlAQoC+QXTqdVr8/O8gLocH5+bkNtCSjTpgYFEHUehEyExGEw2GLPCKRiJ4/f26/WyqVjM9G+ffo0aNA8rXVaqlSqeiDDz4IqBrpngGS8Rw7ysnz83NrX4RCLxaL6cMPP7Sj7svlsobDoc2tNEdvbGQ21yeffKLT01OdnZ0Ziqad0Wg0ssLRdDqt7e1tO9gOgw99R4L6+vra/o7vc/z7w8ODrq6u7Nyira0tM+6vXr1SIpHQ3//935uhYNFjYL1Rw0h/8MEHmkwm+uyzzzQYDOwMJcQmKysrRvexAVlHb2vP8rpreXlZ7XZbX3/9tRWt3tzc2JlbGLtQKGRrjUJlOvr/4z/+oy4vL1UsFgOnAFN8S76Kd81kMtrf39fPfvYzxWIxff755zo4OLAuE5zFgyPEiOAgMVzb29tGHV9cXBjbgWNi/2cyGf34xz+2aIGIhnVPvsaDTYyw7wbiI2laI7EvMLi1Wi3Q1R/gw75EMME8QZlTGpJIJMyZEbEA3rADNHrGcadSKXW73YAQa2VlRVtbW+Z0PMg9Pz8P5Da9YR6Px1Ybx/tRJlCr1SxSRZ2LGjYUmhX18qyff/65fvOb35ijhKr0qQffhNgLpwqFgra3t3VycmJ5zA8//FDr6+taW1vTv/zLv+i//uu/AnJ8n4MmUqpUKuZo9/b2bB0nk0lrdyXNxE6crJBKpQwAoG5+3fWdERStbbw3RmFULBYN5V5eXhqiIcfTaDRs8ulQgCQTtEoI7CXPdCs/PT1VrVazaOyzz/5/e2e22+Z1vf2Hk0SJEkdxkChLtKXESTzGbpo0QFAgQAukJ+0F9KBX0MvpLfQCiqAFig5oiiRo46RJYMe2ZEsiNZASKYqyZlLk/4D9LS0KsRP3O/hyoA0E8SCT77v32mt41rPW+sq8Z1h40Kr5bs8GvHbtmrV9IfogmvBFdrD26IZANIXXR4NY8gf8+f7+vg0RhOBAWyiUEoYYSI28CLg9leBMrpT6sCawFcli/35S31GAEs8zjI2NGVvKX0gEnSQmCgNhXVtbM/gSA+6VFJR2nh2vldAdZhdMqe3tbYMiwfh913S8dNiKQMOcI7k99jiVSmlqakr37t2z5/QtZcLhsJEt6vW6Wq2W8vn8QCIdDx9jT04kEono8uXLlv+gDxrPByS1vb1txdDkAF9mEZHTrDQUCpmDxKVHebEXJOpREJIGqMieNIIni7GA+pvP502R/P3vfzdoEJakhyoDgYDRgdnf8fFxXblyRZOTkxobG9PS0pI5Er6eKZFIKJ1OK51OW1QryVpweXKVJxBAXyZSJspFmfuiWJw83heUxJTZfwkanr7sqei04fF1PrBvYckhU546D5KBc0b06Ts8eMKVl0v+nPcMBoNmpDudjuk2SlV2dnYMeeH7cESQWZw89g2HifZEwKvItJ+mTKR4dHRk+XFk8ODgQMlk0npecv9BaTx6hsMRCAQsfwvRjDPxOp135nMgkIGGPW99J4uPD/O1JsBu9M+Cdkr7FhLAm5ubRiuHlkpSFc+C8BllTyud9fV1MxoI1dLSkvL5vNGxYTkRVhO+gnFev35d77zzjjGz2FSEEVy52WxqZWVFzWZTpVLJDpaQPhqNWmU2lxFPxit0vG7C8XA4bNBRu922ZCWGAdgBpYLwk3xG2LiwGAAuwvHxsbUd4t04M6IUkrkocYQNY3d62u/MQCTohYW/90qA55Fk82fAlXkPWGLMmQJW8RAOUOz4+LgODg7UbDYt2cw4evZvZGTEiCI0DsZpYoqwLwJvNpvmybH3nrUknbGqQqGQRflAHPw9chUOh83w7+7uWuHzyyzk4XxhKbLtc2S8P+eBd47iQkZ4Pm+8OIPp6WlT1sze+vrrr+1+bG9vW74RAy7JogfOKxQKqVQqWS/HSqViCf+TkxO7S/R75F75eVp48J41iqPg2Y28D4Qbz6ojRwdRgnPh33D/SdCTAvBwMwbFs3i9fHOv/f31lHu+30PPkgwZ4vtR4OSoJNnPYmA9BA7UR30a6MDw8LCazaYZVPbBd9lHlpjX1el0zCnmXHk2OqR4csr+/r451Z1Ox7rDrK6u2p7j0PqUgmcrQlja39+3yN6zL3nP8zqKnKTXL+fXCw3UysqKwuH+EMHt7W3LQcDMoh8dUAV1UMyW+de//qVisWitW548eaJgMGiYOAyUZrOpRqOhL7/8UrVaTeVy2fo0ZTIZm946Pz9vBgqmnK8loveVJD169Ejvv/++JYE5LDwZIgLqcprNps0v4kDK5bLVGYCpl8vlgdEUjEWGuba1taVXX31VgUDABqtBUiCCYdZOKBTSjRs37PBREvxdr9ezSI8+hNQzIWzkYmC5SRpIPhNZEaVcunTJ2EgjIyNKJBKKx+Pa3t5Wq9UytiZtT/Akl5aW1Ov1DJ4i/5NKpQwuQMFR4I1DMj4+rng8rkqlou3tbc3NzVkdCKy4cDhsLLpisWgKHJitWq1aAXA0GlWlUpHUr6ejxVO73dbU1JSRKeiAD3SFYiQywKsn4Xx62h+XnU6nNT09bcnsqakpVatVHRwcaGpq6n9qFpvJZKwrPK2wODvISMjm66+/bpf3k08+sTrEH/3oR9aLkYgpEOgXwdJKC8h3b29P5XJZjx49Mrjz+vXr2tra0s7OjingoaF+Syf2BJaq1I8iCoWC3n33XXU6Hd2/f18PHz60vBdGaHh4WFNTUzbD7MGDB1pcXFSxWDQnykcC5GWB+H1O2Ct5z/Dl3KLR/qh05ouB4iDTRBqwSIkSMS5AXtFo1JAcIgGUejAYtE7u7C8wvHSW1wLS455R+4Qxoc8icBzPgNGmyQF7Tesgaj8p85BkwxIxsOwHhKFQKGTt4pgt5tt2SbK+mOgyoi4iyPn5efV6PZvUC5sXslU0GrVasmazqZmZGZVKJV26dEnVatX6tLJfNH2GTDcyMjIw1y2bzerGjRu6fPnyc+/NCw0U+QBYY/zet1zBI0qlUsbhxxB0Oh3du3fPhAFrTkHcyMiIVlZWLN9CGO8vClGDp74CE5GAA5MlzEwkEvr5z3+umZmZAQEHouRS+NoG30kA2jQkENg0CCXKDUHEc4BVA67Mz4fDYetK0Ol0LPkuyVoThcNhFQoFdTodra2tDSS+O52ODg4ObHTI8PCwtcbnEkNP58JACaXqnkvs/146q0viImBEJRkEB1MQYeN78SQPDw/16NEj894xtru7u5ZPIrqFzUhkCZPNNwIlgpTOhmY2m017T+SDi5fL5ZRMJlWv1wcq2g8ODlSr1VQqlQbglv39fd2/f18rKyvWIBXKNdH39va2XU6iuKGhIYs4XkSN/bZFvRa1Yig5lBOyw58Bex8d9Tvo0ztQkvVRCwaDtg8YGyjzXqmi1DBUKDQWzD2iAuCna9eu6dVXX1Umk9GjR4/0+PFju9fIE7AaedadnR2LFiQNEF8wGKAHXl7pRAN0jcLn//l83qAwHCvPfqVwl/uB8QCJOE+QwnB44ggNZsmtoY+IevlcH+1BEDgfyfHznqTgIT6fa/MQL/qGKB3D5o04ck90A8zId3tSELqXXBvON04Izi1GD+MEmkCjW/aFPpBDQ0OamZlRsVi0VBDF7Lwn5xgOh00/QixjryGQPW+90EBR78HkRi7r+Pi42u22TZSNRs9m6jAyAQ/7o48+GkjcQX0kikLoCaNpQxKPxy3RS0LVt6RBCVE06PNahUJBv/71r61YkPCcyOQ8gws2IIcAJRgBPD09NXbb0NCQ1ROsra2ZYYTuPD4+rt3dXaOZ09SWxDczgSBT5PN580xmZmbU7XZVLpctbCdioVUS9QkPHjwwxUrbe98Mkxo1cjgIM3vhPTcgXEmampqyC9JsNjU+Pq6ZmZmBNk3ALAjWwcGBvvjiC01MTOjq1asm/MgCEQeJYAgpQFt4zHwuyWeiKiAjmJowCfFIgaCq1arBaN1u12ZEXblyxfD8brerer2uv/71r4adS1KhULB5ZO12v+fglStXdHp6qpWVFaM4Ay97hfR9Fg7O+TIDotROp2OdAoDIiXTW19e1vb2tV155RUNDQ1byEIlEVCqVjBWJU1Cr1WyqM+1wOp2O9fDzhhDyjWd34mBev35db731llKplOr1ur7++mtT/D6nlkwmrWATg++ZsziCUh/yo1WV7zTuizg5a2AkGpOSR6E7C/0ZcZzoFE+dHI4lugEYC4VNiy6f9EeJ83O9Xr/QH5lC3ukigxPtWcncNb4byA/FDaJCpxufPgGS5+5KZ40EgNdGRkbsHCBIkRclx85eQbg6OjrSzMyM6WYW6RZkodlsGikqmUxa/h3ZuHTpkk5PTy03mc1mJfV7hq6trQ3AghRz4+wTPIAUMJ0hFos999680EDBrpJkSgFFA3aP5zkxMWFdc8fGxpTJZCxRTVKXSGdkZETValVLS0uWh+HSsTHg7qFQyLpJoIhGR0f1+PFjjY2N6dKlS5L6MANRCkWrhOg+QTk+Pm55io2NDW1ubg7QwYEGqHnA6FSrVWNY4cHG43HzDJLJpDKZjAqFgv72t7/p5OTEumEDPxDa0goJ7BWocmFhQUNDQ5qfnzePiGePRqMqlUqmYFCUIyMj1sC2Wq0OUDxpIQSTJpvNWiTiqaFM6fWeKG1aDg8Ptba2ZjDr2tqaed/Aj51OR++9954pPqaCXrlyxdokQaYYHx/X4uKiQb14jUNDQ3ry5ImOj481MTFhBv/q1ava2tpSrVazCwwrCliXurxQqN+NGmYV0MIf//hHpVIp3bhxw5QLo7TD4bDBPp56TxRBYpjoen193c7xZRa52oODAyvE3tnZMeq8J6Rsbm4aJExkRVdy+h3ieD19+tQifibTbmxs2N1DaZxnnmWzWXNYUJBjY2O6deuWZmZmdOfOHc3NzSkajerevXv69NNP9dlnnw3kVGBUvvXWW+p0+h31nz59auMUGEJIPhBHjn1gxIQkS9ATjZG7gO0GPMXoEZzRRqOhVCplnTN2dna0srJiEHmr1TIDRBTJffAoAEZvc3NTwWBQ8/PzVuPJ5zBiAz0Fm9FDkr7mhxwnRiIajWpyctIM8NzcnOXdm82mGRVSIvv7+wOsQODIiYkJqw3EKJOzkmSdZ7rdrvXcGxoaGvgOkI/Dw8MBNMI/O+exsbFhZCfo83fv3jUd8M9//lOff/65KpWKRby+Hk86y13jmPKcPi/8beuFBgqLzZfyayw7SgG2FVRxkmLUXvj6Ex86RyKRgWaybBT8eJSDJIOB2GyaiR4fHyudTisWi2lyctLyVoT2CBDfjWKGLUW/PL5veHjYlAdQDB4HkQfGxXP/fc8uBMbnGPgcyAsoZii5wHFAgni4eGpAGQiqJIO76KAAe8ozv/h8jDO4OEwtBNFHsTwvZ+HZYnQd54x5FoSRCnXOEOPja0TwKjlPLiBOkK+FYV/wyn1inX3b3983Zhe/jkQilougRuvhw4cD7FEuJHIEZZv9Pzk5G5SH44JCR3F83+UTx8gKcs1/PvfDn4E6wEbkM4hieDeek2dm75Fn9s23tkKmgUynpqZ069YtTU5OanZ21hT+o0ePtLGxYblPT1IYHx9XsVhUpVLR0dGRDbbsdrumYDln4CaPxpxnhAG3S2d1RegKSAsYL6BqonSiIvQLEROLn+XfAcN5efUMPZ4D75899k6V1wX+74DZ/Ht4WB1n35MYeD6iGp9n9PcQfUCqA3TIU8E5W4wzeU6ey+ddkTnIajiq54klnClRHpF+uVy24nKeDzIIkSELvcN7I5vPWy80UGwAFwVhWVpaMuoiNSOwNxB82D0oEx6q1+tpa2tLMzMzSiaT+tOf/mS5iatXr6rdbtssm06nY5tKISc1A3fv3lWj0dDTp09169Ytzc3N6e233zZsGkEAvgNb53CHhoaMyj43N2dCmMvljFKMZx4IBAbqNzwUkc1mlUgkrB1UpVKxgXGSjP03NTWlWq1mXb1JYmazWTMuKNS9vT0VCgWFw2GVy2WrJVpdXTUhJFcEpMjUVwxNq9VSPB5XoVAwT92P3sChIK9CZIGxpsEu+0hifG5uTsvLywb/AdmgGHZ3d5XL5QwCzWazisVi1kSWy0fSNJ/PW43T1atXjdINxPP48WODBH0/SC4Rl0SSPSO5mOPj/gwz5t98+OGHpkRg63GxIYiQVAayikQiSiQSWlpa0tHRkd544w0j1LzMIhcUDAaNgegZfXjreLhc9EKhYJRgnB2gI5wqcncYd2jCo6OjKhaLJnfM9qLOLR6PW0eP69ev66c//alKpZJCof7gx+XlZVUqFf3jH/9QuVw2pe3zT4lEQnNzc1pbW9POzo4WFxfNyKO0RkdHNTU1ZV3AyY/6onfuKNENdwz0gPvg2WvAZcCXkLegy2PszueeMRQQnTifjY0NI0mBBkmyrvxAksFg0CKWo6MjVatVgzkhd5GjBmXAUKAHO52OyuXyQKExTggdXLyu8RE9dZmwFTFSjKbxeXJQEEm6deuWRYzAx5CUaENEM4H19XXlcjml02mb+dRu99u7MUcMB7FcLlvuEecAh5jcLQiF76QP2/D/yUBRM+HDVYxAu902RUPXcmY9kdzlIsdiMbOwhUJBp6f9Ka2wcIaHh/XZZ59ZTodQExo2bX+Yc1MoFPTGG2/oN7/5jUFURDys8x5IMBi0TcEbpGEt+GytVpMkK8rDIDCVF+on1G6S0QsLC1ZMTOjsI6zT01Nls1nrdYbXCI0ejNkXFEuyabg4ArwPiVGGMZLj4OJPTk7adyP8T58+NWMPzhwMBrWysmKeNxRWktiSjKLfbre1tLRkyXnf3onnpgqe6M3XP5Ebkc6a6lKPAyZPhO17G1YqFVUqFb311lvmlRHh+aI/P/StWq2aUlhaWjJo2tegoABSqZRFLaVSyfKdQCqxWEzT09MG8bLfL7Nw7s7Pn0J2PdzmE+sQZlDgKDG8Wt/NGycBJUMx/dbWlt0jDBs95C5fvqxf/epXpow+//xzra+v68svv9Tq6qp2dnasmBdjwt2cnZ1VsVg0qJtic+QNWdjf39fq6qoRnNAfR0dHdqcoqifyhaxEfvng4MCiN1/a4e85MuqLg4mMgsF+yyccQSjsONpDQ0N67bXXLMcKzNZut5XNZq0cw0c8GGnSA0TlnCd1V9JZ14mtra0BkheRGZR+fo1zjYPs88bA2+RmYfOiJ4PBoEHSPmIJh/sTHur1ug0q9I2RIXERVJACQfdBcNjf39d//vMf6wfqpwl4pixOGXJNFM+++VKD563v7MXnawK4CMAOYLcoEmo3SMpiZREclC4eLh4Z34FA+MPwjDGfvMxmsyqVSrp+/fpAqI8y8IbqPGPn8PDQWIl4niTlMVy+lgKFyyGfD8lhfsHEAf89Pu7P8PH1EHhvPB/elT/YaDRqng2NMzkPPGySw/RU84XUkqxeikvMZUAIeW6eBdIJ34tClWTMK86QdkaeveQxbCIF4CW+B4o87C0MH8bGCzH1IcgWyoY94nt5Du9x+/oWoBR+ls9CtoCCPDyDA4AnzK+BHCEovMzyzCn+75UPzoU3PsiHr5vxNUPsBZ+FrANVo6D4PO6PJGufdO3aNWsNVS6X9fDhQ6uZqtfrFnGBOgDJBoNBpdNpM5DPnj3T7u6u5Y+QV84EowMLj2jR10SxR0D7OHbcQZ9yOA99YfQ5T2SCZ5AGB4GeZ8bxZ55MhbKG2AP8xrMhA+Tk+Wxk0hsazs/3s/Myi4Pi82VeD3qoDMPFXkByIIjg5zyMjI7yuT30pq/54++IAHFMvJ4jCuL7PAvQnzn3CCiXP0eWyO9hF75tvdBA7e/vW42D1Fcw1Mng/UF8AI6DktxqtVSr1TQ3N2d1CBgKRp2zKRimy5cv22b4btsQNSYnJ+0wfvvb31rC0isuz25hs+DnHx4eGlHgww8/tAQybY+gWcIEQnh9Q0oYiWNjY9bINRwOG/tte3vbqMiNRkP5fN48jYWFBTUaDRszTnHe2NiY1Y9Jsg4CYOI+yY0ixavc2NgwGI1uCih32qUcHR0pnU5rcnJST58+NdootP0f//jHlqz//PPP7d+g6BKJhNWd5fN52+NLly6Z5xyPxwdgQpidRJNAnbRZIg8xMTGhk5MTY+Bx0cg3JZNJXbt2TZcvXx5osUMejcQr0SwXNBqNamdnx1hlyCsXBwo5Hj7Rx5MnT8xI3r59W5K0/N+xHCcnJ3r8+LESicQLmUfftugTR30IsC5QH9Rw2J1EKVzgZrM5AAGifLwx4//AtnjWOAOe4n3z5k398pe/1AcffKB6va4///nP+t3vflgU/qgAACAASURBVGdGjILkQCBgkSo1gThHMzMzmpiYsFEfCwsLA8oINAWWYLfb74KAk8CzIU/SWWTtlTdnjgOcTqdNmUNo2t3dtb2hNAPHA+eC/SLvQR4UmPrRo0fKZrPmxJ3P5aJQca6BsIhwgdT8/Wi1WqrX62aI2dtwODwwxh2oEseed0bOjo+PrSsP6QcQAcgiOE5EnkTsPBfTCaampgbaUKEDyeGha8n/epYjgyUzmYw5Qxh7b5R6vZ4V8PsIKRAIqFAoDDwXqNW3re81Dwq+Pi1rOEQ2HpIAG8yFLBQK5lE1Gg2rX2CUxdHRkTU5BFrC4mLFZ2ZmbFhhu93WrVu3dPv2bauyh6XDgWNUMCh+84HFeJ9MJmObyoXIZrMKhUJmRBEOPPz19XUTeCIIlI2Hz8h9Abnx/AgVXlYulxvo7gCLC1YW9SWSbLom3iht8T25hJAeyMTPtUFZw6gCrvHzqfi+aDRql4MCWkZdIGgYAgRUOutmwGfTGqjX6xmzEgUBQ+t8VCDJaP3IGHvkYTBgRS4KI1bIlwJdcEGIPPf29rS5uWnQqWdPgelHIv1x85FIvwkteRzftudllk9sQwnHkwZJ4Ay9Nw3czTly4XFGyL+hOFHitItCkUiyfn2ZTEYffPCBLl26pEajod///vdaWFiwswf2bLVaFn2i4InyUNCStLi4ODDtFc8cJcQ78jkQgSYmJuzOQwTBOHvFhkzw7yBX0fQVmfPdRpAp3xGj0+lYiYqXIfYax48IPBAIWC7Skx+AUbmH1AviEFAzKMlyyplMxiBz9A+RC2gLUR95YBh45xEDagsp4yAC411olo0B8HAhUWAgELAaRGrQgFO5O+wDjiolBXwGC+Pr4VTk2BMxYMxSNkMu8n+G+Lx3A0TWbrcNSgIOwwpDRSR/AI0Qw0ZbGoQWi8+l8OwWqe8JYnQI3+fn5/XOO++YN4qH7gtt+WyME5sEy4tcBV3HvUAzL4k8iFeI1AbBIES4JNm+4N0j1By4r95HeXMJ2GsMFLOvfKNLSQY7ogRgUXEBucy8E4rWKwkEySdgOTeEjUjGsx8RMA9t8V3+YnMx8P59DRQdLvAQSdJKZ3CHfwZgL2irRMi+EBpjhOHmknvsn4iai97p9AufiWw9NOQjVVoO4ZGTu/lfForX5xJxcDw7jMiC7yPaYN9xulCIdKXg3TgrzhP5JxJKpVKanJzUK6+8okgkovX1dX366adG60dG6A3nYUi+H9mjI3ilUrEefh5y8zlh9pXP8HRqD0N7+PT8/fBQu69hxDFkarbfJ6IEDBTogpdBD9/73BY/S7SFIeSzkTEQJG8IYPbhiHFPccIgTxB58JzINZGb/xwWtU8+rQD8ih5mPz30xr5BpkEe0Y/oeIIEn9tEvrxD6lMOvL9Hs7xOYvFuPnXyovWdBopD5veRSESrq6sGPTWbTft5KL2+I3S5XLa2Gl4JMI56cXFR09PTunr1qh4+fKhnz57ZWPVoNGpstNnZWf3sZz+zEQ3dbr+ot1AoaHl52TpKEJ348BwhgwRRq9XUarWsdc7CwoLBXrdv3zbhS6VSNuKAxOrY2JgNO3v27Jm1eMnlctYBnS7GeJEwafDIMpmMdnd31Wg09Ic//EHFYlFvv/22RWbBYFD1el31en0gOsW7Pz09tQiP4WuSjKkHQ3FxcVGrq6v6xS9+oVQqpdHRUauhmZqa0vb2thldn9tpNBra3NzU1atXVSqVdPfuXX388cc2vJKLCZQJBEU9HPkuZCGXy1k928bGhnq9fiPeTCajTz75RLFYTDdu3LBoOBqNamNjQycn/V5vFDQCha2tren69evWEoZIampqyhwR8qSRSMSiiGazaezHbDZr7amIOHZ2dnTr1i11Ov1xC8fHxzo4ONDy8rIKhYJmZmaMOegV7vdZlFMAv3BZMTTpdNpQBZyQk5MTlUol7e3taWNjw7q/01uRiBBUggvfarVsL+r1uikaei4+e/ZM33zzjcrlsp4+faparWbGi+kA6XTaanr47KOjI01MTCifz2tmZkazs7Pa2trSRx99pLW1NZ2enurq1auqVqsmn0RbODcjIyMDoyvYZ0m2F37cBHCoL2jd2dnR5OSkstmsNaROJBJaW1vT2NiYSqWSFhcXjaiBcvc5QGaWNZtNy6nynsPDw7p06ZI52lJ/OOf6+rpB3DBWqRnsdvtFrrVazQrnccZHR0d1/fp17ezsWEE7zieMR4wAUDWEB+osuReesi31nTnKBGihls/nrS0Sd9AzP6GT8w6zs7OKRCJqNpu2Vz6fhS7rdDrWKPj4+NiaL6CvcCZ93pDng1ELWccXYJNC+rb1nRN1seIcHkn5Xq8/8hdDRIXw3t6e4ddEUSgZHpxQFGZNJBKxfA5WGKPia6tosU+oiaA0m00Fg8EBRhNUZbxu2EgLCwt6+vSpsfAQMAyoTxhSp+ATv+Fw2KAQIheKFnu9nvXB8nVBsAB9dMEBlf7bCYAeZYTLRDjRaNSULh4Y+Db5CZg8r7/+ugkP1F7fe8t7nb1eTxMTEwNeI6w634wSailJYpwWfp6o2pMMvHeFQuBMiYY4X87fE1woMeC7/ewojI5n47HoBDA6OqpqtWrROWxMYBS8XGja5LxGRkaM1eUp7cj+yUl/JAe9/15m0bGCIkqiDN/XDw8cmCQWi5liBrGQZAlscnrIma+r4Z0SiYRFqdQszc7OWhubWCxmNGL+jdRnj5JT9I0+r127pmw2q3w+r62tLT158kTffPONfT5Fw35vfSRIJIO84JBxLlDPfa6IXAr7BPOPSMvnXUFJgI58rpA7F41GDbb3jWm558gosg4dH11IpEg9G7A1v+bZvPxwXjjQ6FIiJIghOFvIg5+Th4In4vf1c8Fg0M4R9IT9hD1NdAZczL0k+vFRkM8PerLcyMiI6XD2HFIT9xE0zE+s9kQ70BX0zItQiRcaqHq9PoDPYjB4eeiKKAwScyTZh4aGrDUGyTUOhBfO5XKW5KMGhUJCvEVgnUqlYtZ3bm7OIgnaCaGser2eGo2GJRIPDw/VaDS0vLysBw8eqFqtGg4LjOitPoeEUh4eHh6osYHSjWBSLAw5BAhQkuVYaICK4FJk+8orr5gg+UNEADFQMO1QaMVi0aig/Nyrr76qjY0Na1I7PT2tYrFoUY6HsDqdjjXyZeYS3jfGkHNgv4BcPEuOX/tLeZ7FB0TCntFJ4eTkxLrdc3bdbtfyeb1eT/V6XbOzs9Y9gMgLZc7nk6+hLu3p06fGMMWbpEsGjg0sJWSSHBS5NiLgWCymSqWik5MTJZNJHRwcvHCGzbct2H8k5bm4UMI9JObrxMhdQnrhQnM/cG54H2QUGIeokxxgoVAwx2VsbExTU1O6fPmyWq2WNjc3zTkiB4XTQU7yxo0b1mFgbW1NCwsLevz4sbUnQ8GSG0ROfN4WGBKFyTMTNfp8FP82FouZgfIjS847jjiJvhiU+4yBIiojZ8T9wenlHvJ9Pn+E8y3J7qzPn3odxuegjGnrw7/BGcJIkD/FqBKBcCY4mXwGe4c+TqfTFoFjtOjaAWnBpyHIV3IXud84xudZ1RguSQOMTj+pgJFF6CsgRz4XJxtbIumF06lfaKAqlYoJZ6fTMYEm6X3z5k1T7DTXpEErlOInT55YiEtzTu+NkzRrt9vW+4wLSy0VcEE+nzflADsumUyah7C+vq4333xTyWRSzWbTDur+/ftaWlrSkydP7IJSZBcKhXT16lUtLS3ZFE0EgotNToNDr9Vq6vV6Vs/V6fQbvEpnVHBqlOLxuEZGRqyNPsaLi0Xbk7GxMa2srJihofEiRYqw7FCMGO6TkxPlcjlFIhE9ePDA+vdhvPf29qwQMpFIaHl5WcFgf2gkhBGKIIPBoG7evKn9/X1jRR0cHOj+/ftKJpNKJpOq1WoG4T579syIDz53w5m2Wi0zXCggjBXnfPv2be3t7en+/fsD3QLwdOfn5y0qplgVdh/7COR1584da3XDO4+OjmpjY8OMJheOztdEaXzu3bt3FQwG7aIDV05MTCgUChnz82VZfI1Gw+aOeZabz9ugKGmkDPRELSLeNO9ADpKIwOerKF/AoJHv+/LLL/X48WNJsnIKGoAytwwy009+8pOBPCee/+rqqhYXF42VSkK80+loYWFBzWZTh4eHFk3hVKIQiZDJ85Kr9vAp74HS9O/MdwHF+pw4zjSw7s7OjjXqJYkvyQxEvV43w8BdRokzyFSS9UYEGsMgkCfl7kPggOSFgfr3v/9tBo1nIc8HlA10zr/15Tvk132O3ee7ms2mlpeXrY0Vyn9iYkK5XM5g03q9ru3tbSM7SWcRKcaQz2dfeD/QEvQjhpLIHRIac8FAj4aGhga6y0tneW0Qg+etFxooanAikYhdBB4U79InQhFELChhPkaFTQU28K1CKJoj9MWKo+A9TZTLfHR0pLW1NfN2q9WqlpeXFYvFtLKyYtAgCcXzm0ONByE2Vp5cDK13MBT8HKHwzs6OfR6HxsXD+Pr6IuBDn4jl8lF/xPv5LuDeqyHER3l6ZU+NBcLPfhJt8PckSDFwRFyE7DAiuWhEP96DotuEr4/CE4Y0s7OzY8oNh4U6Krw28mCwJCEPMCqA/QA/xxAC63qGk08co/BQCp5g4Q0Mf+49Qogq/D3KgrOKx+MvTZZIp9Pa3d21MgzPFCOixinzDCn2m/EhKDF/b7yceFIPBvl8ISbz26hJotib+9Xr9Sz3izEgAmg0GqrValpdXbXOBZAl2DcMKd49DgewEM/uIWv2AoeYBTx0/gyQc3SKZ4ISabMHKFa/rxSRElETcWEcYAfiIGD4kE8/xoIWWbwfsoEM8r3IKjLJPQSd4i55Yg/LkyQ8I8+TSPiP6AUjgxFkv3E0gF95L6JV9hV95REvv98+gkSXoV8wXJwdiNLw8LDtp2cZPm+90ECVSiX7xyS/nz17NlBMCDGABQGCy0F4yzj2YDCoRqOhQqFgHYK5mIyh2N3dVTKZNIiO+UsIbCwWUz6fV6PR0OLiou7evatOp2PNUkOhkDY2NlSr1bS/v687d+4oFApZ/QRGE6PkPS82TZI1raWtjw9LMYhgzkA/MBaj0aiKxeIAnMR/GBWpn+TEQ87lcvY8RAiwo6iD8NRWlOfu7q4CgYCxmBBMDCqXk71g4ijRx/r6utLptEWPqVRK2WzWzgNFJck6NgCt4oxAUKFVzPHxsWq1mkEXEA64KFwIGuQCr0HFJ8lMw11gLAR+fX3d5BInALgTZb2zs6OdnR1duXLFIECgZ/YHmaKDPYa32WxafgJlx5nl83kVi8UXXZ1vvUvcn4WFBVMQGHXGY5M/ATLBMYRcAUuWCJxaKi46hhwKN++DF47s1et1SX2lQoNdZlYdHx+bwRwd7U9IXl9f1+bmpnXl8PlZ4FfkArQBowQBA4+c76A2EQha6itxHGPuAuQiImY/YJOz5t8i65wvTEdfnyX1SSvhcL/lVaPRGIBbgfEx4Dhf8Xjc9ptcEiUkqVTKSiM4s3q9rqOj/hw2yBr0joQ1iENHDpEcWCAQsCgHpx0nEX2AI4tTCXzMPZX6xow7VCgUJMngUpxGz7zjedBblALhwHinnzPBKMIDQFdTR4u8BoNBxeNxq4n09WnPWy80UMVi0R5sdXXVkoC0pOdCo3jwmOhgTadcNhDPdnJycoDW7amHMAUxbkRPkCQgSDQaDSt6XFpasgiMjYhE+qMI2AAUMt4eOH44HLb2RERmQBNguhhSIhEO3tdphMP9wY7JZFILCwt20WCt4F10u12Nj48PjMVOJBLGAsTLopgvHo+r2Wxqa2vLvBfgCAw7wwVbrZaNW89kMmZcNjc3zXjQKgrlG4vFzHngMgAN8Y5EQlxMFCdjPNgPIh0U75UrVyxXEgwGLfcBu4qLjIdOh3EcBoocUT6pVMo6P5dKJVNg0lkdEJcmnU7b+Hbq6IAbkbd4PG5MKUmWB+31etaa6fS0P9KkVCrZNOXNzU0tLCzovffee+Hl8isSidhQTnJivr4LJQok4gk75MnIxUxPT5uxAYqm9oVz5J2kM6r9V199ZbAhjCuMtSQb3BmJRKxVlIdsKaj2+RZyPOl02hL1u7u7Oj4+NrkJBoO6d++eYrGYDRvFg8bR9RR86vqoQWNsytDQkJEFiDoZx0ORO7LIPcLokE8Ftuduo0TROSTxuX8Yec6ePDBd1CORiNUyHh31+/LRLBroipo13hNiFWcQCvXHCnlDIWmgpIRoDiMCO5h9pDgeBw252draMj3FZ6EXyLX6aApEwbe3w2hjDDudjqUOiAg9QYeUxezsrA1x5b0ZiwJiQR3n89Z3FuqyafwaIcHD8aEp1tLDPRw6VEw8A197w6azGVxcDhVjhXFAwYCv49nS5wwjwGEBqfgLgTeHoJP8h3EE0xD4DiiQCZS+7gkjyARKXzDMIoFLJw08JZQRexkM9pssMoU0m82a945XD9zDe3MRPH7ua6DwVKDtcwnA5hEe2F9ANZ4Y4fcCKIF34rl9TQTnihCTSI1GowbhIiN49ZyB/z4PLwBR+GJcD8FJg7V74XDY2tQA/QDdwKpCgTN9l/fiwvtIBZIDHSpeZrEvRLsoG58b4YJjJLvdrl3kSCRiSW4cJv7z8KeHYPwZSGezfzw0xJ3k1xhFntfLJd/lyQfAYp4Jyp9T/4axBZZCZ3Anic6RQb7Xr16vN9DbzcOInDeeO8+H3HA/vc6iswfRFkoXueN82Bf21NdDoT+4b9wdXxjMfWR51p1/Rv+e5+WYZ8CJ57l4H+46f+7Phj2XztIjRGAeHuQd+Vz++7blZQqZQTd4OYFc5iFcSbZ3Pup/7r157t+o34kbJQK2SKEllEc26fT0VBMTEyqVStrY2LBQ8C9/+YtGR0d1586dgVwIUA21L7RS4YJQo1SpVGwD8Bo5eIrzeMFwOGywUi6Xs3H0GxsbSiaTymazNio8Ho8rk8koGAzafKBgMKivvvrKPFU2n/HZ8Xhc7777rr755httbW2pWCwaLML393o9XblyRfv7+9ra2jKIDix8b29PtVrNRpMTMVCLks1mdevWLX3xxRc2kZYc2+rqqjHzyuWyYfGMY5+cnNT09LQymYxOT08NuuD3QExS36MHR6dTM5TkTqdjkRZGmQuF8ep0OjaEkTqtsbExFQoFra2tGXRz5coVm5wsyTxxLlwikbDIjI7UtMgZGhpSoVAwBQxMBTGGaANvMBAI2J57dh4eOSPbg8GgHj9+bD83MjKi9fV1PXnyRNeuXVMul1MqldIrr7yi09NTtVotLSwsaG9vb2AK7Mssn0NlFpNX3L4guVQq2b5OTExYQ1w/AK9cLhuRBaWKQvKEHthttKyiWwD5Pe6pZ5h6tiVeL0qW+4ejx7OjDyAt8FwwXvP5vN1X7lS9XlexWLQIDdiP/Gq327XnDIX6s76IfA8PD220DcoR+jS5JaI8IlM/rsc3CMhmszYVG0cql8vZ/UcR4+jG4/GBekzgZxAfOnZgRP1+eecBNIc0CI4++gRHgXuDU0pkB6oQjUbNEUUWcDZhV3POyJWfYIyhaLfb5gAD8QIvttttgwORKfKS5OCA5kmLzM7OWgcK9A7BB2SZ7e1tVavV/81AobQxBjxkqVRSJBLR/v6+arWa1f5gOVEwU1NTev/993V4eKiVlRVrI8QkXowbFh9cFbhubGxMN2/etMtIV2EM1OnpqeV98LZReGxUIBAwXJRIjMPn97RNCYfDNpKCw4lEIkqn01pfX7cLSf0QhbMo2nq9bn2lgBPi8bi1t6nX68Z+RIA4bLpWPHv2TB9//LFBgtClaR1VKBSsUS7QKtEkeULCczq3A5uQW5JkJAqEizOgLODk5MQKU5nESm4PpwWWJBAG2DWefzab1fb2tkG5wDOMYBgeHtbGxoZF0AytJBrCMPm2WMgGRgelJsmUYKdz1tYJ54Oekr6Snii93W5rZmZGhUJB29vbVoDpHSmij/OdO77vwkmhKFiSwVrhcFiTk5MDOP3BwYEVEuMZk3zvdDpmsGDfodSJNL2xQclxv7hjKE7Ok3wL0TqoweHhodLptMbGxgzWB3KMRs8GerbbbVP20JgPDg5s4CVQ5vmIW+rDq+gEH5WhjIeGhjQxMWHnz79H8fNveEbgMZQqBhtnF6eKVEQgELBen+gE5OP8VN5Wq2XF8URA9PJE94XDYVWrVTNGOLzIkXTWhBkInKjNT0LgPnU6HYNnMXLoI1IV3tAwrRZd5yFjfu8he/Qvd+/o6MiQCSLLcPisaJfPk2S6y+fqisWiBSPoQXQ2bbH4Xvbo29YLDZRPQFK4RQKV0J0cgW/vzuYFAgFls1m1Wi09efLEvCla+fiQnFDPC5xnheAh+NYo5GDYKJ4DZiEXzytgz3TyiT8uPngoXiFUdo+/4hX4Boujo6PGmOKAd3d3Bwo+CZsReLw1hIiLv729rVQqZRDpeaiOHAnUWsgNkUjElLpnL5HHI+eEt0nOjosI+wcoIZFIWINI9htok/2CJILCpkUK8JVvK4Uwsk+QVSQZ/Mq54W165iP/STKHiGfh10AP5Bq4sJwBf+YhnF6vZ13ngR8pWg4EApa0R+49rPt9FxAHxg4Z9mfjnScP27FvGEaYkL72j/dAGSMzPlfhmV4oKvbCv4/f7/O/51nZT4wUC9kmKsMgMgGa/fWOKV460c357/ckgFAoNFA/xJ55hYnHjsH3MLGXK2+sfI6n0+mYx48xRW6lMwarzxn5XDm1kcju+cVz4GxjWHkm5IQ6S2SAM2Vf+Hmvy3hmaph8pIh8cN44lURe3lBgxDzkio72cgrch6z6riC+/RW5VhwjabCzx/PWd9ZB+dwEc3Ik2eyjTCajeDxu83KOjo4srKStDVYeeI0XICcC/IRyo7tDMBjUxx9/bBEI3bn39vaUSqV0eHhonH6iDMJkJqvm83n7DkLe/f19NRoNXb9+XaOjo9ZYVZJtaqfT0VdffaX5+Xm99tprFq1QI3R0dGQsPcLveDyufD6vo6MjC12pCSH5PDw8rEePHlnE9+abb6rX6xk9l0PH82NAXqvVstquWq1m0RLQXq/Xs/Hu3W5X09PTdhmkvodaqVRUq9U0OjqqmzdvqtVqGasNYsjW1pYly2dnZw3igzCQSqXsWVHWQ0ND2tzctMJX9mVxcdGUWaVSUSaTUSwWM3ry3t6eGdput2s1VaOjo6rValZ4y7wmCCdEUp5UAKMK+PDw8NDIJ0COh4eHev311y36Qzng3YVCId2+fdugWE/QmJubM+P57NkzM6zfd3kCDgn54+OzIYzcFe6QZ3EB89JJfGVlRdVq1Yy/p5T7+plEIqFLly6pXC4bGQAnCYNIAr7b7RpsCgEKNAJni6GcMPFAEoiAKU8A0cDbxyHifMg/hMNhYy2ChvDuXidAWKrVagZDsfiecDis3d1dc6gymcxAicPx8bHq9fpAGQQODfJMDpIyB4zD/v7+ANGLDjCQlTBm5JVhEpb+y9zEUGIsad1FB3Ii6FarpVarpWvXrtlZwWylCQBOLToVogfnD3GE9kGgDzwD8uejWHSYj9yATk9OTqwprY/OoYuDtvgUAqxtypPm5+e1trZmjnUikVAgELA/S6VSz7033xlBkY/hYZLJpPWo4sGDwX7XagQB2jmhMpYZgYEui3LBM6CtDYW0nU5H6XTaIiW8EXBlT8mEpk6kQyKUsBQPOJ1OG7zEM3i4kYNvt9t69dVXlUwmraUTz4THSCRIIp4IEw+Xos/j42NtbGyYMvAtTarVqhlHwnSfoGRf2c+xsTETZj4PQgWXHy8LhchnQ+LwnjcOCIqCLg4TExM2TNFfUE/jjsViSiQSGh8fV6VSMaIBXhP7zsXgsvNMePZ4jDALvfIgnxIInNVVsMfAYEwzRcFKUi6XU6fTMTr6+Pi4MpnMAN2d74NR1e12lclkjIgAAYfcAgQh8ogvs3q9nqampoz5B8QMI5azZK9QaJQ1ICMnJye6fPmyKS4fnePhs7exWEy5XM4K6lE4GEucNp9MJ/qCZk00S0QHRRqPGi/75s2bZogYbyPJGF5MNsBr73a71oIJj5+IBFnD+eHvgY185AuiA0TJ83N/MMJEjvwZrGM8exwg/h6lTWSBDLLn50kYOIIgFlDgUeD8XpLl63wt49TUlEVfDDXF0JPn84WvvJMnGKDjcOj5ft+NhMgJww5BhagRh9JHVfRb5fP4Ll+Sw1553eYJYDA3Y7GYdVE/PDzUa6+99r9HUBgoxh6QbyAhTbdnsGWiG5+4RGlw4YeHhwda9qfTafPe6TA9PT1tFdt0hYD1x8+ioNkkWvKQb4BA4KErclT82sNhPvGIoJT+Wwe2vb2tyclJBQIBa63f7XbNoPpeXCcnJ1azND8/bx5duVy2S030SI9C4As8efbdX2LW6OioNTolGexncgFHeto/kSkeDcrJs4lwLlqtlk3xXVtbs96KzBfy8AxQ5/j4uMF1jH72BiYUCll+gzNEMXnGHc4KNSvktHgPX1SN5+h7xWFQg8GgLl++bE1vc7mctUgiMqMgki4feNHIOz0kOVegLHIWRFffd/V6vQGvXpIlxCEkoJRhGgYCAaOf4zyAEOBgAIGD73tokM8lYiG65G7yWZ7d5aFBFLFXwDgHoAIoWKjWsFTJZVHbBVRO1xP+DiKBh+qAUkdGRgxqbzQa5rgB7xIpc5+KxaLdH+BrnKRwOGxySukEMBqpB29kztP+fRoCeB7ZhCLOXuH4QBTyLY4kDeS4OYtUKmX7Te6OmisMNPvEPcGB4Ux93Z4fKupLaLjv0lm7IhxzGKZExJ6ZybuRJwbxALkgLYA8I5dE3+Tfae7gnYPzjE2/AgjGxbpYF+tiXayL9UNaz4+tLtbFulgX62JdrP+P68JAXayLdbEu1sX6Qa4LA3WxLtbFulgX6we5LgzUxbpYF+tiXawfX7iOHQAAACJJREFU5LowUBfrYl2si3WxfpDrwkBdrIt1sS7WxfpBrv8DnhCSgXKIH3cAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    }
  ]
}